公开记录
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 00:32 UTC

nltk / nltk

NLTK Source

PythonApache-2.0★ 14,679 星标⑂ 3,028 复刻始于 2009年9月在 GitHub 上查看 ↗

nltk/nltk 的健康指数为 100 分中的 38 分,处于「存在风险」区间。 其得分最高的类别是Community & Adoption(90/100),最低的是Security(49/100)。 最近一次更新在 13 天前。 近期的大部分工作由 1 位贡献者完成。

38
总分 / 100
存在风险

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

38
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

高风险司法辖区政策对加权总体健康应用 50% 的乘数,并对其设置“存在风险”上限 49。

所有权

512 关注者10 个公开仓库始于 2009年9月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPInltk3.10.065,956,4825713 天前nlpclnatural-language-processingcomputational-linguisticsparsingtaggingtokenizingsyntaxlinguisticslanguagenatural-languagetext-analytics

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

83良好 · 占总体的 22%
评分方式
28.8/36推送新近度 — 最近一次推送于 13 天前
27/36提交节奏 — 52 周中有 39 周有提交
18/18提交量 — 最近一年 529 次提交
0/10OpenSSF Scorecard:Maintained — 无数据
所用输入
commits_last_year529
human_commit_share0.99
days_since_last_push13
active_weeks_last_year39

发布纪律

84良好
评分方式
27/27有发布版本 — 已发布 1 个发布版本
36/36发布时效 — 最近一次发布版本于 40 天前
12.6/27发布节奏 — 节奏未知(仅一次发布)
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count1
latest_release_tagv3.10.0-rc1
releases_from_tags
days_since_latest_release40
mean_days_between_releases

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

90优秀 · 占总体的 18%
评分方式
60/60星标 — 14,679 个星标
25/25复刻 — 3,028 个复刻
14.7/15关注者 — 437 位关注者
所用输入
forks3,028
stars14,679
watchers437
growth_stateorganic
growth_factor_pct100

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
80/80月度下载量 — pypi 合计每月 65,956,482 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesnltk
dependents
ecosystemspypi
total_downloads
monthly_downloads65,956,482
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

69中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
10.6/22.5提交分布 — 头号贡献者编写了 53% 的提交
13.5/13.5贡献者广度 — 99 位贡献者
0/10OpenSSF Scorecard:Contributors — 无数据
所用输入
bus_factor1
contributors_sampled99
top_contributor_share0.527
评分方式
40.8/46.8议题解决 — 87% 的议题已关闭
31/38.3PR 接受 — 已裁定的 PR 中 1,404/1,735 已合并
0/15OpenSSF Scorecard:Code-Review — 无数据
所用输入
merged_prs1,404
open_issues243
closed_issues1,671
issue_closed_ratio0.873
closed_unmerged_prs331
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
19.5/25所有者影响力 — nltk 有 512 位关注者
19.6/25既往记录 — 10 个公开仓库,账户约 16 年
所用输入
followers512
owner_typeOrganization
is_verified
owner_loginnltk
public_repos10
account_age_days6,161
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 13 天前
20/20版本历史 — 57 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesnltk
ecosystemspypi
any_deprecated
min_days_since_publish13

工程质量

基础的工程与文档实践是否到位?

85优秀 · 占总体的 20%

工程实践

92优秀
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
16/16Linter 配置 — ruff.toml, tox.ini
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

75良好
评分方式
30/30README
0/25文档目录
15/15文档 / 主页站点 — https://www.nltk.org
10/10仓库描述
10/10主题标签 — 5 个主题标签
10/10Wiki
所用输入
topicsnltk, python, nlp, natural-language-processing, machine-learning
has_wiki
homepagehttps://www.nltk.org
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

49存在风险 · 占总体的 16%

安全态势

36存在风险
评分方式
30/30安全策略(SECURITY.md)
25/25Dependabot 配置
0/25依赖锁定文件 — 已发布的类库——锁定文件属于应用层关注点,不作要求
0/20CodeQL 工作流
所用输入
sourcefile_signals
lockfiles
manifestsrequirements-ci.txt, requirements-test.txt, setup.cfg, setup.py
has_codeql_workflow
has_security_policy
has_dependabot_config
high_risk_jurisdiction_cap49
high_risk_jurisdiction_multiplier50
security_posture_after_multiplier36
security_posture_before_jurisdiction73
已排除计分(无数据或不适用):依赖锁定文件。 其余权重已重新归一化。 高风险司法辖区政策应用 50% 的乘数,并对安全态势设置“存在风险”上限 49。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages5
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:nltk@3.10.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 5 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

57中等 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 99 次人类提交中有 93 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.939
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile, nltk/test/Makefile, web/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — ruff.toml, tox.ini
0/11静态类型检查
0/10可复现环境
10/10已体现的代理实践 — 最近 100 次提交中有 6 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 1 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — 无数据
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesMakefile, nltk/test/Makefile, web/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.06
toolchain_manifests
dependency_bot_commit_share0.01
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
53.4/55可控的文件大小 — 采样的 434 个源文件中有 13 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes177,919
source_files_sampled434
oversized_source_files13

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

14,679GitHub 星标
99贡献者
529最近 12 个月提交数
13距最近推送天数
1发布版本数
1巴士系数(bus factor)
243开放议题
PyPI软件包生态系统数

数据采集警告

  • OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

更多细节

Star 与 Fork 历史 14,679 ★ / 3,028 ⇿
14,679Star
3,028Fork
1发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

仅显示最近的历史——该仓库超出采集窗口,因此未采集最早的历史记录。

02,5005,0007,50010,00012,50015,00014,6793,028252020-032023-052026-07
主版本 0次版本 0修订 0

每个点涵盖 6 天。

全部依赖 24

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 24 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
PyPIclick间接
PyPIdefusedxml间接
PyPIgensim间接
PyPIjoblib间接
PyPImarkdown-it-py间接
PyPImatplotlib间接
PyPImdit-plain间接
PyPImdit-py-plugins间接
PyPInumpy间接
PyPIpylint间接
PyPIpyparsing间接
PyPIpytest间接
PyPIpytest-cov间接
PyPIpytest-mock间接
PyPIpytest-xdist间接
PyPIpython-crfsuite间接
PyPIpyyaml间接
PyPIregex间接
PyPIrequests间接
PyPIscikit-learn间接
PyPIscipy间接
PyPItox间接
PyPItqdm间接
PyPItwython间接
依赖安全公告 0

安装 pypi:nltk@3.10.0 会引入 5 个包(直接与传递):其中 0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [
        "nltk",
        "python",
        "nlp",
        "natural-language-processing",
        "machine-learning"
      ],
      "is_fork": false,
      "size_kb": 355535,
      "has_wiki": true,
      "homepage": "https://www.nltk.org",
      "languages": {
        "CSS": 705,
        "HTML": 24786,
        "Shell": 5841,
        "Python": 5487179,
        "Makefile": 7734,
        "Jupyter Notebook": 56591
      },
      "pushed_at": "2026-07-08T02:35:12Z",
      "created_at": "2009-09-07T10:53:58Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T07:56:06Z",
      "description": "NLTK Source",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "develop",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "http://nltk.org",
      "name": "Natural Language Toolkit",
      "type": "Organization",
      "login": "nltk",
      "company": null,
      "location": null,
      "followers": 512,
      "avatar_url": "https://avatars.githubusercontent.com/u/124114?v=4",
      "created_at": "2009-09-07T10:52:22Z",
      "is_verified": null,
      "public_repos": 10,
      "account_age_days": 6161
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": null,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v3.10.0-rc1",
          "kind": "prerelease",
          "published_at": "2026-06-11T21:07:13Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "bd49f9011d7dc8c6a36b3c4ae71f04060c9b3fb9",
          "body": "* allow escaped brackets in Tree.fromstring\n\nthe tokenizer split on any bracket, so a leaf or label containing \\( or\n\\) broke parsing. treat a backslash-escaped bracket as a normal token\nchar; it's kept verbatim so it round-trips.\n\ncloses #1706\n\n* black format\n\n* add a realistic roundtrip test for an escaped bracket leaf",
          "is_bot": false,
          "headline": "allow escaped brackets in Tree.fromstring (#3694)",
          "author_name": "CodingSelim",
          "author_login": "CodingSelim",
          "committed_at": "2026-07-05T10:15:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27b8ad6cd50a484590cb9409e5d2a891ab56e16c",
          "body": "* don't crash chomsky_normal_form on terminals with siblings\n\nwhen a node had >2 children and one was a terminal string, the code\ncalled .label() on it and blew up with AttributeError. use the terminal\nitself for the intermediate node name instead.\n\ncloses #1883\n\n* str() the node names so non-string terminals dont break the join",
          "is_bot": false,
          "headline": "don't crash chomsky_normal_form on terminals with siblings (#3693)",
          "author_name": "CodingSelim",
          "author_login": "CodingSelim",
          "committed_at": "2026-07-05T10:13:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52227d2afe764648864e59c851e991cf1d6cb77e",
          "body": "* Use os.name for Windows path handling\n\n* Stabilize Windows path detection tests\n\n* Fix Windows downloader platform test isolation\n\n---------\n\nCo-authored-by: Muhtasim-Munif-Fahim <fahim.stat.ru@gmail.com>",
          "is_bot": false,
          "headline": "Use os.name for Windows path handling (#3605)",
          "author_name": "Md Muhtasim Munif Fahim",
          "author_login": "Muhtasim-Munif-Fahim",
          "committed_at": "2026-07-05T10:08:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06c0e2cc94f763d43320812ee9d2a7b6bff68f9b",
          "body": "* Avoid RIBES zero division on empty inputs\n\n* Handle empty and mismatched RIBES inputs\n\n---------\n\nCo-authored-by: Muhtasim-Munif-Fahim <fahim.stat.ru@gmail.com>",
          "is_bot": false,
          "headline": "Avoid RIBES zero division on empty inputs (#3604)",
          "author_name": "Md Muhtasim Munif Fahim",
          "author_login": "Muhtasim-Munif-Fahim",
          "committed_at": "2026-07-05T10:06:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a167389c027a02a9d1f019630ed827f4069b3353",
          "body": "Co-authored-by: Muhtasim-Munif-Fahim <fahim.stat.ru@gmail.com>",
          "is_bot": false,
          "headline": "Treat missing unzip output as stale (#3607)",
          "author_name": "Md Muhtasim Munif Fahim",
          "author_login": "Muhtasim-Munif-Fahim",
          "committed_at": "2026-07-04T06:05:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c94c967a332e19af0a022db51467ee2baf6ccfeb",
          "body": null,
          "is_bot": false,
          "headline": "Fix EOF empty document bug in IEER corpus reader (#3648)",
          "author_name": "CHENNA NAGESH",
          "author_login": "CHENNA-NAGESH",
          "committed_at": "2026-07-04T06:03:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94a259c815370df66f98460f22478030e2954913",
          "body": "* Enforce restrictive primitive type checking in pathsec wrappers\n\n* Implement review suggestions",
          "is_bot": false,
          "headline": "Enforce restrictive primitive type checking in pathsec wrappers (#3692)",
          "author_name": "Eric Ka",
          "author_login": "ekaf",
          "committed_at": "2026-07-04T06:01:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ac475d2ab95ea95d2890c745a05e5275137fb98",
          "body": "…683)\n\nSeveral Stanford/Java wrappers wrote plaintext user input to delete=False temporary files and removed those files only after Java execution succeeded. If Java raised, the temporary input files remained on disk.\n\nThe wrappers also configured request-specific Java options by mutating the proces\n[…]\ntions directly to each subprocess invocation. Clean wrapper temporary input files from finally blocks so exception paths remove plaintext input.\n\nReported by KKfine via huntr. CVE-2026-12615 assigned.",
          "is_bot": false,
          "headline": "fix(security): isolate Stanford Java options and clean temp files (#3…",
          "author_name": "KKfine",
          "author_login": "haoami",
          "committed_at": "2026-07-04T05:59:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "986f26e71bf22ee392a5e87285ee8398284aef2b",
          "body": "Bumps the github-actions group with 3 updates: [actions/checkout](https://github.com/actions/checkout), [actions/setup-python](https://github.com/actions/setup-python) and [actions/cache](https://github.com/actions/cache).\n\n\nUpdates `actions/checkout` from 4 to 7\n- [Release notes](https://github.com\n[…]\nsion-update:semver-major\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "ci(deps): bump the github-actions group with 3 updates (#3691)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-01T09:57:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f26b3753038d937b68145daf15e9636f8451053c",
          "body": "…CWE-502) (#3631)\n\n* fix(security): prevent pickle RCE in TransitionParser model loading (CWE-502)\n\n* test: update warning test to match AllowlistUnpickler behavior\n\nTransitionParser.parse() now uses allowlisted_pickle_load, which is\ngenuinely safe and emits no RuntimeWarning. Update the test that w\n[…]\nto nltk.tokenize.punkt\n\nKeep picklesec.py as generic primitives only. Move punkt_pickle_load\nand _PUNKT_ALLOWED_MODULES into nltk/tokenize/punkt.py where the\nPunkt classes and loading call sites live.",
          "is_bot": false,
          "headline": "fix(security): prevent pickle RCE in TransitionParser model loading (…",
          "author_name": "Litesh Ghute",
          "author_login": "LiteshGhute",
          "committed_at": "2026-07-01T09:46:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8493007b3ec04bfa132ed5ca9cbecf127ecc9eda",
          "body": "MaltParser.parse_tagged_sents() changed the process CWD to the model directory before invoking the external parser and restored it only after _execute() returned. Because os.chdir() is process-wide, concurrent relative-path I/O in the same process could be redirected into the model directory, and ex\n[…]\n directory instead of changing the Python process CWD. Also clean parser temp files from a finally block so they are removed on exception paths.\n\nReported by KKfine via huntr. CVE-2026-12614 assigned.",
          "is_bot": false,
          "headline": "fix(security): avoid MaltParser process-wide CWD changes (#3682)",
          "author_name": "KKfine",
          "author_login": "haoami",
          "committed_at": "2026-07-01T04:53:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9e20c3eee79239e7c85a615d47b24123ef8e0151",
          "body": "…3647)\n\n* Fix CWE-88 JVM argument injection in java_options (CVE-2026-12841)\n\nAdd _validate_java_options() which blocks flags that load native agents\nor enable remote debugging (-agentlib, -agentpath, -javaagent, -Xrunjdwp,\n-Xdebug, -Xnoagent) from being passed to the JVM via the java_options\nparame\n[…]\ncy forms.\n\nVerified locally: nltk/test/internals.doctest passes and test_corenlp.py\nsetup now skips cleanly (6 errors -> 6 skips).\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix CWE-88 JVM argument injection in java_options (CVE-2026-12841) (#…",
          "author_name": "samrigby64",
          "author_login": "samrigby64",
          "committed_at": "2026-07-01T04:51:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2f975449d2eb61774185869b8bebcdf7b7340281",
          "body": "* Use OMW-2.0 with all WordNet versions\n\n* Refresh nltk_data cache\n\n* Update doctest example",
          "is_bot": false,
          "headline": "Use OMW-2.0 with all WordNet versions (#3690)",
          "author_name": "Eric Ka",
          "author_login": "ekaf",
          "committed_at": "2026-07-01T04:49:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e9130f312bda68aa9dbefdfec37c6d30ce61654",
          "body": "* fix(security): Quadratic-time DoS in GDFA word-alignment symmetrization\n\ngrow_diag_final_and's grow_diag() helper rescanned the entire srclen x trglen\ngrid on every growth round and final_and() did another full grid scan. srclen\nand trglen are independent integers that are never validated against \n[…]\n before os._exit in the spawned worker so its traceback is not lost\n(os._exit skips buffered-I/O flushing), keeping a CI failure diagnosable.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): Quadratic-time DoS in NLTK GDFA (#3686)",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T04:48:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb76e438244dcb1d404267b7d736fbf78fc70dd5",
          "body": "…kquotes/lists (#3685)\n\n* fix(security): Quadratic-time DoS in Markdown reader blockquotes/lists\n\nblockquote_reader and the identical list_reader located each top-level block by\ncalling tokens.index() twice per block over the full flat token list produced\nfor the whole document -- an O(n) scan per b\n[…]\ne pass.\n- Flush stderr before os._exit in the spawned linearity worker so its traceback\n  is not lost (os._exit skips buffered-I/O flushing).\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): Quadratic-time DoS in NLTK Markdown corpus reader bloc…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T04:47:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "660ec0144fc8038208fb909b661d13e32a8dd9a0",
          "body": "…r._normalize (#3684)\n\n* fix(security): Quadratic-backtracking ReDoS in AlpinoCorpusReader._normalize\n\nThe Alpino node-normalization helper converted each <node ...> element to\ns-expression notation with substitutions that chained several lazy `.*?` groups\nhunting for trailing literals (` pos=\"`, ` \n[…]\n\n\nAlso flush stderr before os._exit in the spawned linearity worker so its\ntraceback is not lost, and add a malformed-fields regression test.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): Quadratic-backtracking ReDoS in NLTK AlpinoCorpusReade…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T04:47:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9ea786920f0e3ffcebb688f5ec16c55ed375cdfb",
          "body": "…-by-zero (#3679)\n\n* fix(security): DoS in NLTK segmentation pk metric via uncaught divide-by-zero\n\nWhen no window size is supplied, pk derives it as\nk = round(len(ref) / (ref.count(boundary) * 2.0)). A boundary-free reference\nmakes ref.count(boundary) == 0, so the division raises an uncaught\nZeroDi\n[…]\ncore\n!= 0). The previous version used identical ref/hyp, which returns 0.0 for any k\nand so would have passed even if the derivation changed.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): DoS in NLTK segmentation pk metric via Uncaught divide…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T04:46:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3127e192278c35202ca623a7752456d61d6561b3",
          "body": "NombankInstance.parse converted the sentence/word-number fields with int() and\nsplit the predicate and each argument on \"-\" without validating them, so a\nmalformed corpus line raised a cryptic, uncaught ValueError (invalid literal for\nint() / not enough values to unpack). parse() is called by\nNomban\n[…]\nlready raises for other malformed lines. Valid lines\nparse unchanged. (Sibling of the PropBank fix #3671.)\n\nAdd nltk/test/unit/test_nombank_security.py.\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): DoS in NLTK NomBank instance parsing (#3678)",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:44:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0ccdcfad82f84700df3b5db85b6d6a1ce85f11fd",
          "body": "…r (#3676)\n\n* fix(security): Quadratic-memory DoS in NLTK ProjectiveDependencyParser\n\nProjectiveDependencyParser.parse and ProbabilisticProjectiveDependencyParser\n.parse eagerly allocate a dense (n+1)x(n+1) chart (O(n^2) memory) and run an\nunconditional i/j/k triple loop over it (O(n^3) time), where\n[…]\noutput works for a non-subscriptable iterable (iterator/generator) input\ninstead of raising TypeError. Add a generator-input regression test.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): Quadratic-memory DoS in NLTK ProjectiveDependencyParse…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:44:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "834f806b37c29d5ed9f05743d676dd0d88ec51cb",
          "body": "…lify (#3675)\n\n* fix(security): Exponential beta-reduction DoS in NLTK Expression.simplify\n\nApplicationExpression.simplify substitutes the argument into a lambda body and\nre-simplifies. replace() copies the argument once per occurrence of the bound\nvariable, so a \"doubler\" (\\Y.(Y & Y)) duplicates it\n[…]\nll short-circuits at the limit so a lower cap also makes the\nrefusal cheaper. Benign reductions are unchanged; the existing tests still pass.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): Exponential beta-reduction DoS in NLTK Expression.simp…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:43:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d8e47539317b571ab1422981f5b9653d5eae1249",
          "body": "* fix(security): Quadratic ReDoS in NLTK Text.findall token search\n\nTokenSearcher.findall (and Text.findall, which delegates to it) turned a token\nregex into a real regex and applied it multi-position with re.findall over the\njoined corpus string. For a quantified token group followed by a non-match\n[…]\nsion test (monkeypatching regex.findall) for the runtime override,\n  and print the traceback in the spawned linearity worker before it exits.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): Quadratic ReDoS in NLTK Text.findall token search (#3674)",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:43:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9cd22715a4b128be7c0b1fed8b9a51250eede924",
          "body": "… (#3673)\n\nun_chomsky_normal_form removed each artificial Chomsky-Normal-Form node from its\nparent with parent.index(node)/parent.remove(...). Because Tree subclasses list,\nthose compare children by value via the recursive Tree.__eq__, rescanning a\nchild list that grows wide as nodes are spliced out\n[…]\nit round-trips chomsky_normal_form for both factors and\nmatches the previous output on 14k fuzzed CNF trees.\n\nAdd nltk/test/unit/test_treetransforms.py.\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): Quadratic-time DoS in NLTK Tree.un_chomsky_normal_form…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:42:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1106a38d89fa2dd5d435b6b5bab4a73e3f9ce72b",
          "body": "…mentation metrics (#3672)\n\n* fix(security): Denial of service via quadratic complexity in NLTK segmentation metrics\n\nwindowdiff and pk slide a window across the segmentation and recompute\nseg[i:i+k].count(boundary) from scratch at every position. That slice count is\nO(k) and runs once per position,\n[…]\nthe traceback in the spawned linearity-check workers before exiting, so\n  a failure in CI is diagnosable instead of a bare numeric exit code.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): Denial of service via quadratic complexity in NLTK seg…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:41:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "21e5219e3d37dcd8dfaf4edfccd85eb29ba68f31",
          "body": "* fix(security): DoS in NLTK PropBank\n\nPropbankInstance.parse converted the sentence/word-number fields with int()\nand split each argument on \"-\" without validating them, so a malformed corpus\nline raised a cryptic, uncaught ValueError (invalid literal for int() / not\nenough values to unpack). parse\n[…]\narator check (the unpacking ValueError is now caught too). Add\nregression tests for the inflection, -rel pointer, and argument pointer cases.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): DoS in NLTK PropBank (#3671)",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:41:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "30953b77c3ca8e72b581e1f659ce40ec5219ed26",
          "body": "* fix(security): quadratic DoS in NLTK LEPOR alignment\n\nnltk.translate.lepor.alignment (used by sentence_lepor/corpus_lepor) had two\ndefects reachable from ordinary input:\n\n- Uncaught IndexError (CWE-20): the match-flag list was created empty and then\n  assigned into by index, raising \"list assignme\n[…]\nty-check worker before it exits with\nits error code, so a failure in CI is diagnosable instead of surfacing only as\na bare numeric exit code.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): quadratic DoS in NLTK LEPOR alignment (#3670)",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:40:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "de9bcb2b4fe0a7446ff6025f738d5dfd6462d48b",
          "body": "…d-line crash (CWE-20) (#3669)\n\n* Validate CoNLL / CMUdict reader lines to stop malformed-line crash\n\nThree readers split or index a corpus line without checking its shape, so a\nsingle malformed line raised an uncaught exception out of a standard public\nreader method and aborted iteration over the w\n[…]\nunter>\n  <transcription>\") so the data is a well-formed CMUdict line, and assert the\n  full pronunciation list (the reader keeps pieces[2:]).\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): validate CoNLL / CMUdict reader lines to stop malforme…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:40:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "354da5a795eb255d8acf8dfc07330aaa0cbdcbbf",
          "body": "…d input (CWE-476) (#3668)\n\n* Guard CHILDESCorpusReader.convert_age against malformed input\n\nconvert_age did `re.match(...).group(1)` without checking that the match\nsucceeded, so any string that does not fit the rigid CHILDES `P<d>Y<d>M?...`\nshape made re.match return None and the group access rais\n[…]\ns the trailing 'M' is\n  required: the 'M' and the '<days>D' suffix are optional (e.g. \"P2Y10\" is\n  accepted), which the message now reflects.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): guard CHILDESCorpusReader.convert_age against malforme…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:39:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "709162f52b3317575b87cf59d96a1e9bbccf4cb7",
          "body": "…arch DoS (CWE-400 / CWE-674) (#3667)\n\n* Bound theorem-prover proof search to stop unbounded-search DoS\n\nResolutionProver._attempt_proof saturated an ever-growing clause list with\nno limit, so a satisfiable goal (e.g. a transitive-closure query) made\nprove() pin a CPU core forever. TableauProver exp\n[…]\ninst an empty clause list (max() over an empty sequence\nraised), which fixes the same latent crash on the existing recursion-exhaustion\npath.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound theorem-prover proof search to stop unbounded-se…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:38:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0624fecd45e48337a1f070856bdbcb10643e48c2",
          "body": "…e DoS (CVE-2026-12929) (#3666)\n\n* fix(security): make METEOR word matching linear to stop quadratic-time DoS (CVE-2026-12929)\n\nnltk.translate.meteor_score's matcher (_match_enums, reached from the public\nsingle_meteor_score/meteor_score) compares every hypothesis token against every\nreference token\n[…]\nad of\nos._exit(0)/os._exit(3), so a worker exception is surfaced to the assertion\n(actionable CI failures) and drop the now-unused os import.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): make METEOR word matching linear to stop quadratic-tim…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:38:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "70a8b0560e12a1d638d97dabdf3845e58c153259",
          "body": "…ded-memory DoS (CVE-2026-12928) (#3665)\n\n* fix(security): bound NgramCounter distinct-ngram count to stop unbounded-memory DoS (CVE-2026-12928)\n\nnltk.lm.NgramCounter stores every distinct ngram of every order in a nested dict\ntree with no size bound, so training a language model on an attacker-cont\n[…]\nm(): check the bound before incrementing _distinct, so a refused\n  ngram (which is never stored) does not inflate the distinct-ngram tracker.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound NgramCounter distinct-ngram count to stop unboun…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:37:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "12f7d0bd0cf70ecd1d42f6919ac4d7749cacd7b8",
          "body": "…top cubic DoS (CVE-2026-12926) (#3664)\n\n* fix(security): make jaro_similarity flagged-position lookup O(1) to stop cubic DoS (CVE-2026-12926)\n\nnltk.metrics.distance.jaro_similarity matches characters within an O(n**2)\nwindow double loop and, inside it, tests `j not in flagged_2` against a list.\nTha\n[…]\nd the sorted list\n  used for the transposition pass as separate variables (matched_2 / flagged_2)\n  rather than mutating one variable's type.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): make jaro_similarity flagged-position lookup O(1) to s…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-07-01T03:36:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c31143fc0f68452b218f39a686a0b70a29ccb19a",
          "body": "* Fix duplicated -l short option on `nltk tokenize` (#3342)\n\n`nltk tokenize` declared `-l` as the short option for both `--language`\nand `--preserve-line`. With click >= 8.x this triggers\n`UserWarning: The parameter -l is used more than once` on every\ninvocation and produces an inconsistent help mes\n[…]\nd by AI <175728472+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Eric Kafe <kafe@megadoc.net>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix duplicated -l short option on `nltk tokenize` (#3342) (#3580)",
          "author_name": "Jean-Baptiste Braun",
          "author_login": "jbbqqf",
          "committed_at": "2026-06-26T17:30:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "43c2280e377527cc67f87b265f3a3a9df5afbcd9",
          "body": "…#3573)\n\n* Speed up CRFTagger default feature extraction\n\nCache token-local default CRF features and bind hot-loop dispatch points (re.search, unicodedata.category). Guard tag/tag_sents against string, bytes, and single-tokenized-sentence input. Rename the tag_sents parameter sents -> sentences to m\n[…]\n_sents/tag/train; and add a :param sents: line to tag_sents documenting the deprecated alias added in the previous commit.\n\nNo behavior change.\n\n---------\n\nCo-authored-by: Copilot <copilot@github.com>",
          "is_bot": false,
          "headline": "Cache CRFTagger feature extraction; harden boundaries and add tests (…",
          "author_name": "John Winstead",
          "author_login": "jhnwnstd",
          "committed_at": "2026-06-26T17:28:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0cdab5d6aef4a3833ad9cc4d721bcad9a49f2795",
          "body": "…loader (#3628)\n\n* Fix: Prevent Arbitrary File Write via XML Attribute Injection in nltk.downloader\n\n* Remove duplicate assignment of filename\n\n* Resolve merge conflicts with develop\n\n* Update test_downloader_symlink_security.py for new Package init",
          "is_bot": false,
          "headline": "Prevent Arbitrary File Write via XML Attribute Injection in nltk.down…",
          "author_name": "Eric Ka",
          "author_login": "ekaf",
          "committed_at": "2026-06-26T11:45:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "235853c21c0b7f35e79d71877ad587837f17ba6d",
          "body": "…top cubic DoS (CVE-2026-12870) (#3657)\n\n* fix(security): bound phrase_extraction default max_phrase_length to stop cubic DoS (CVE-2026-12870)\n\nnltk.translate.phrase_based.phrase_extraction defaults max_phrase_length to the\nfull sentence length (max_phrase_length or max(srclen, trglen)), so the defa\n[…]\n an empty alignment: the guard still runs on the full default\nlength but no phrases are built (~0.03 MB, ~12 ms). Result is now an empty set.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound phrase_extraction default max_phrase_length to s…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:47:41Z",
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          "is_coding_agent": false
        },
        {
          "oid": "b6d75db532cb4f9383091a329fd8d9270aaac093",
          "body": "…bounded-enumeration DoS (CVE-2026-12864) (#3654)\n\n* fix(security): bound generate() derivation-expansion steps to stop unbounded-enumeration DoS (CWE-400)\n\nnltk.parse.generate.generate uses a large default depth (recursionlimit//3,\n~330) and no default cap on the number of sentences, so a tiny recu\n[…]\n. Rewrite it as indented\n   continuation lines so it renders correctly.\n\ngenerate.doctest, grammar.doctest and the unit tests pass unchanged.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound generate() derivation-expansion steps to stop un…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:46:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d9eb90902f603bc6c24d94a537f736b7cd77e0e",
          "body": "…ilter (NAT64 bypass, CWE-918) (#3644)\n\n* fix(security): block IPv6 transition-embedded internal IPv4 in SSRF filter (CWE-918)\n\nIncomplete-fix sibling of the DNS-rebinding SSRF fix, which unwrapped only\nIPv4-mapped IPv6 (::ffff:a.b.c.d) in _ip_is_forbidden. The other IPv6->IPv4\ntransition embeddings\n[…]\n:808 and\n  IPv4-mapped-public) must be allowed. The NAT64/IPv4-compatible cases fail\n  against the pre-fix mapped-only unwrap and pass after.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): block IPv6 transition-embedded internal IPv4 in SSRF f…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:43:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7a5740af89feeb739193db766e11e85dfe78339c",
          "body": "* fix: enforce package ownership during ZIP extraction (CVE-2026-12261)\n\nCross-package resource and model poisoning was possible because:\n\n1. _unzip_iter extracted into a shared subdir namespace, allowing\n   a package with subdir='taggers' to overwrite files belonging to\n   any other package in that\n[…]\nd-by: Mohammad Favas S (@ibfavas) via huntr\n\n* style: apply pyupgrade and black formatting\n\n* fix: validate legacy MD5 checksums before extraction\n\n* test: add downloader ownership regression coverage",
          "is_bot": false,
          "headline": "fix: enforce package ownership during ZIP extraction (#3625)",
          "author_name": "Mohammad Favas S",
          "author_login": "ibfavas",
          "committed_at": "2026-06-26T09:41:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4085d53c7793d3d6622f2bf02272faf54d4c3975",
          "body": "…dratic ReDoS (CVE-2026-12919) (#3663)\n\n* fix(security): make feature-structure rename regex linear to stop quadratic ReDoS (CVE-2026-12919)\n\nnltk.featstruct._rename_variable strips a trailing run of digits from a variable\nname with re.sub(r\"\\d+$\", \"\", var.name). The greedy \\d+ made a name with a lo\n[…]\n: exit 0 only on a\ncompleted rename and exit non-zero otherwise, so the parent assertion fails. The\nhang case is still caught by the timeout.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): make feature-structure rename regex linear to stop qua…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:38:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7130b49223947fb787047261e128c0ce24ffc434",
          "body": "…c ReDoS (CVE-2026-12890) (#3662)\n\nnltk.sem.evaluate splits each valuation line on _VAL_SPLIT_RE = \\s*=+>\\s*. The\ngreedy =+ run made splitting a line that holds a long run of '=' not terminated\nby '>' re-scan the run from every position (match =+, miss >, backtrack), which\nis quadratic in the run le\n[…]\n linear\ntime, run in a spawned process with a hard timeout so a regression to the\nquadratic pattern cannot hang the suite (it is CPU-only, no OOM risk).\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): make valuation separator regex linear to stop quadrati…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:36:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2a42d9cabc98ef1b7e83e69812d2c0ab7e95e0f5",
          "body": "…DoS (CVE-2026-12886) (#3661)\n\n* fix(security): bound chart parse-tree extraction to stop exponential DoS (CVE-2026-12886)\n\nnltk.parse.chart.ChartParser and subclasses build the chart in polynomial time\nbut Chart._trees materialises every parse tree eagerly into a list. With a tiny\nhighly-ambiguous \n[…]\nFalse / partial-tree path) were not counted, making MAX_PARSE_TREES\n   an inaccurate node-construction bound. Spend the budget for those too.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound chart parse-tree extraction to stop exponential …",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:35:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "26ddcd0e3a3c04441fafacc16c7354038b744aa1",
          "body": "…+memory DoS (CVE-2026-12873) (#3660)\n\n* fix(security): bound DRT resolve_anaphora work to stop quadratic time+memory DoS (CVE-2026-12873)\n\nnltk.sem.drt.resolve_anaphora resolves each PRO(x) condition by scanning every\ndiscourse referent on the trail and retaining the compatible ones as a candidate\n\n[…]\nueError rather than an obscure\n   error mid-resolution.\n\ndrt.py doctest and the regression tests pass; behaviour on valid input is\nunchanged.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound DRT resolve_anaphora work to stop quadratic time…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:34:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "583d63ac3ded20a70e073b2bcd1dc60304070903",
          "body": "…(CVE-2026-12871) (#3659)\n\n* fix(security): route data.retrieve write through the pathsec sandbox (CVE-2026-12871)\n\nnltk.data.retrieve copied a resource to a caller-supplied filename using the\nbuiltin open(filename, \"wb\"), bypassing NLTK's centralized file-access sentinel\n(nltk.pathsec). With the sa\n[…]\n platforms.\nVerified retrieve() round-trips an as_uri() URL (including a path containing\nspaces); test-only change, all assertions unchanged.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): route data.retrieve write through the pathsec sandbox …",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:32:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c65ca13e873721c5abf5a4ce8c78510c5956d839",
          "body": "…(CVE-2026-12868) (#3658)\n\n* fix(security): make Cistem stemmer linear to stop quadratic-time DoS (CVE-2026-12868)\n\nCistem._segment_inner stripped 1-2 trailing characters per iteration with\nregex.subn(\"\", word), which rebuilds the whole remaining string on every\nremoval. With ~n iterations (a word o\n[…]\nterns. Reword to \"the compiled re patterns'\nPattern.subn\" so the security note is unambiguous. Comment/docstring only -- no\nbehaviour change.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): make Cistem stemmer linear to stop quadratic-time DoS …",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:31:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8527d08138ae674f33f7fb08b2f8b55c3cf11861",
          "body": "… (CVE-2026-12867) (#3656)\n\n* fix(security): route DependencyGraph.load through the pathsec sandbox (CVE-2026-12867)\n\nnltk.parse.dependencygraph.DependencyGraph.load opened the caller-supplied\nfilename with the builtin open, bypassing NLTK's centralized file-access\nsentinel (nltk.pathsec). Where an \n[…]\n that with ENFORCE off the load emits\n   the expected RuntimeWarning but still reads the file.\n\nBoth tests pass; the fix itself is unchanged.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): route DependencyGraph.load through the pathsec sandbox…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:29:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3e9d537ac5ce698a98148398cd4c5e8da59d9965",
          "body": "…ocation DoS (CVE-2026-12861) (#3655)\n\n* fix(security): bound everygrams default max_len to stop unbounded-allocation DoS (CVE-2026-12861)\n\nnltk.util.everygrams defaults max_len to a -1 sentinel that expands to the full\nsequence length, so calling it with default arguments enumerates every n-gram\nof\n[…]\nn OOM. Rename\n   the now-inaccurate _EXIT_MATERIALIZED outcome to _EXIT_ENUMERATED.\n\nutil.py doctest and the regression tests pass unchanged.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound everygrams default max_len to stop unbounded-all…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:28:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e7668b593fba1eeb5197987ebbb3251302bc678b",
          "body": "…mbinatorial DoS (CVE-2026-12840) (#3653)\n\n* fix(security): bound Model.satisfy quantifier-nesting cost to stop combinatorial DoS (CVE-2026-12840)\n\nModel.satisfy iterates the entire domain once per nested quantifier/lambda,\nso a formula with k nested binders costs O(|domain| ** k). k comes entirely\n\n[…]\nThis is a\ndocumentation-only change; the guard logic and all behaviour are identical\n(evaluate.py doctest and the unit tests pass unchanged).\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound Model.satisfy quantifier-nesting cost to stop co…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:25:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b6155c03362fe003ecbf7e383180b9e06f42ae7e",
          "body": "…VE-2026-12839) (#3652)\n\n* fix(security): sparse ConfusionMatrix to stop quadratic-memory DoS (CVE-2026-12839)\n\nConfusionMatrix built and retained a dense V x V list-of-lists, where V is the\nnumber of distinct values across reference + test. Since the allocation is sized\nby the distinct-value count \n[…]\nchanged. Measured sort cost on an all-distinct input drops from 675 ms to\n0.3 ms at 8000 labels (and the gap widens quadratically with size).\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): sparse ConfusionMatrix to stop quadratic-memory DoS (C…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:24:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f455b85a5183a54c30e667aaf1254331a93c6fa7",
          "body": "…S (CVE-2026-12837) (#3651)\n\n* fix(security): sparse Alignment index to stop unbounded-allocation DoS (CVE-2026-12837)\n\nAlignment parses GIZA word-alignment strings; each pair's left index is an\nunbounded int() and the largest left index is stored as self._len. _build_index\nthen allocated a dense li\n[…]\nt OOM the host.\n\nAdds a test that non-integer keys raise TypeError. The Alignment doctests and\nthe existing sparse/range tests are unchanged.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): sparse Alignment index to stop unbounded-allocation Do…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:24:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3da396507c39040db8f76f3c0a30c397ebed622c",
          "body": "…eanup (CWE-59) (#3643)\n\nSibling of the downloader arbitrary-write finding (CVE-2026-12178, lexical\ncontainment check): same root cause (the check does not resolve symlinks),\ndifferent sink. When a package is STALE, _download_package cleans up the\nprior unzip directory with _safe_rmtree(unzipdir). u\n[…]\ndeletes the victim (only the planted\nsymlink is removed); a real stale unzipdir with nested files is still fully\nremoved; test_downloader_atomic passes.\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): stop symlink-following deletion in downloader stale-cl…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:21:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b05cda5e5f7c84f9cdf083863ab9391c2d3fcc69",
          "body": "…S (CWE-409) (#3613)\n\n* fix(security): cap zip decompression to prevent decompression-bomb DoS (CWE-409)\n\nNLTK read whole zip members into memory (ZipFilePathPointer.open,\nOpenOnDemandZipFile.read) and extracted them to disk (nltk.downloader) with no\nsize limit, so a tiny archive whose member decomp\n[…]\ne with\n  integers and report the ratio as %.1f, so the threshold decision and the error\n  message agree near the boundary;\n- add a regression test that a bomb following a benign member writes nothing.",
          "is_bot": false,
          "headline": "fix(security): cap zip decompression to prevent decompression-bomb Do…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:15:29Z",
          "body_truncated": true,
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        },
        {
          "oid": "68b5ae3592381b8ecfbe2c89fb461319ea884b46",
          "body": "…E-59) (#3636)\n\nAdds test_xml_corpus_reader_blocks_symlink_escape: an in-corpus symlink\n(link.xml) pointing to a valid BNC XML file outside the corpus root must be\nblocked (PermissionError/ValueError), not parsed and returned, when the\npathsec sandbox is confined to the corpus root. Exercises the no\n[…]\n -- the secret is parsed and returned) against\nthe pre-fix readers and passes after parsing through fileid.open().\n(Addresses the PR review suggestion.)\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "test: regression test for XML corpus reader symlink escape (CWE-22/CW…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-26T09:14:38Z",
          "body_truncated": true,
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        {
          "oid": "064456d02c145032755b084f620cb95395819e41",
          "body": "…#3641) (#3677)\n\n#3615 left nltk/corpus/reader/senseval.py with mis-grouped third-party imports\nafter merge (`import regex` and the defusedxml `from` import in separate blocks),\nwhich fails the pre-commit isort hook. Because pre-commit gates the test matrix,\nthis blocked CI on every develop push and\n[…]\n compact form (now splitting sensibly, e.g. a-->b -> a/-->/b instead\nof the old a-/->/b).\n\nAdd a behavior test for the spaced and compact lexicon forms.\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(ci): resolve isort block (#3615) and restore CCG lexicon syntax (…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T15:47:55Z",
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        },
        {
          "oid": "04fa1a9d467aaa70d10c4b0e3d5f82461aace1a9",
          "body": "…(#3642)\n\n* fix(security): reject CWD-relative binaries in find_binary (search-path RCE, CWE-426)\n\nProver9/Mace (and every other find_binary caller) locate native executables\nby a bare relative name with no explicit path in the default flow.\nfind_binary -> find_file_iter resolves each relative name \n[…]\ntest_find_binary_honors_explicit_relative_path_via_name (fails against the\nover-broad gate); the existing bare-name refusal tests still pass.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): reject CWD-relative binaries in find_binary (CWE-426) …",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:28:09Z",
          "body_truncated": true,
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        },
        {
          "oid": "f4f4bb5cc80a5d8ba77ab3b5a2e3beb79df9484c",
          "body": "… (#3641)\n\n* fix(security): make CCG lexicon identifier match atomic to stop quadratic ReDoS (CWE-1333)\n\nfromstring() runs LEX_RE on every lexicon line. Its first group [\\S_]+ is\ngreedy over non-whitespace and the arrow alternative [-=]+> also matches\nthe non-whitespace -/= characters, so on a line \n[…]\na hard\n  timeout, so an exponential/quadratic regression fails fast instead of hanging\n  the suite. These time out against the pre-fix regex.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): stop quadratic ReDoS in CCG lexicon parsing (CWE-1333)…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:26:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "00335c0f81c8ac20b58ea00dba116fcb1fc079bc",
          "body": "…E-22) (#3640)\n\n* fix(security): route custom_distance through the pathsec sentinel (CWE-22)\n\ncustom_distance(file) opened a caller-supplied filename with the builtin\nopen() instead of nltk.pathsec.open, bypassing the centralized file-access\nsentinel. Under pathsec.ENFORCE=True (the default), reads \n[…]\nbuiltin open(). Fails (DID NOT\nRAISE) against the pre-fix builtin-open implementation and passes after.\n(Addresses the PR review suggestion.)\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): route custom_distance through the pathsec sentinel (CW…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:24:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f6f786cc94158a99cfc9c5edb50e634ccb271ae7",
          "body": "…nment (CWE-407) (#3639)\n\n* fix(security): bound super-linear n-gram scan in RIBES word_rank_alignment (CWE-407)\n\nword_rank_alignment (reached by the public sentence_ribes/corpus_ribes)\nfirst eagerly materialised every n-gram for n = 1..len(reference) -- O(L^2)\ntuples summing to O(L^3) memory -- and\n[…]\n-gram lists are no\n  longer built, but individual context-window tuples are still created, so\n  \"no n-grams are materialised\" was misleading.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound super-linear n-gram scan in RIBES word_rank_alig…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:23:43Z",
          "body_truncated": true,
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        },
        {
          "oid": "c04f6d88e15cc18b55c296fd5ef1be4af7ab9a6e",
          "body": "…7) (#3638)\n\npolarity_scores called words_and_emoticons.index(item) once per token in\na loop over the same list. list.index is an O(n) scan, so over n distinct\ntokens the loop cost was O(n^2). polarity_scores is routinely applied to\nuntrusted user text in web services, so a single request of a few h\n[…]\nmismatches) and against the real vader_lexicon doctest\nscores; 64k distinct tokens drop from ~14.1s to ~0.58s, with the speedup\ngrowing with input size.\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): remove quadratic scan in VADER polarity_scores (CWE-40…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:22:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7377ae521d6265679fdae18c006fe048ccf1dd0b",
          "body": "…CWE-352) (#3637)\n\n* fix(security): require a session token for WordNet Browser shutdown (CWE-352)\n\nIn its default (browser) mode the WordNet Browser server terminated the\nwhole process via os._exit(0) on a GET to /SHUTDOWN THE SERVER, with no\nOrigin/Referer/Host/CSRF-token check. Since the shutdown\n[…]\n the 403 response\ntext from \"session token\" to \"per-process token\" so the failure mode is clear\nto maintainers and users. No behavior change.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): require a session token for WordNet Browser shutdown (…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:20:36Z",
          "body_truncated": true,
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        },
        {
          "oid": "792d77a8d7d5feeb9626ea83c958afa324d64c72",
          "body": "…-22) (#3635)\n\n* fix(security): validate path in GzipFileSystemPathPointer.open() (CWE-22)\n\nNLTK enforces a file-access sandbox by default (pathsec.ENFORCE=True), and\nFileSystemPathPointer.open() honours it by opening through the centralized\nsentinel (_secure_open -> pathsec.open -> validate_path). \n[…]\n (DID NOT RAISE) against the pre-fix\n  direct-GzipFile open and passes after routing through pathsec.\n\n(Addresses the PR review suggestions.)\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): validate path in GzipFileSystemPathPointer.open() (CWE…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:17:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1b308cb0f9d5f5aea2f1633f138c7a0b33eb5ad3",
          "body": "…ip guard (CWE-22) (#3634)\n\n* fix(security): close validate/extract path mismatch in pathsec Zip-Slip guard (CWE-22)\n\nvalidate_zip_archive (the centralized Zip-Slip sentinel used by\npathsec.ZipFile.extract/extractall) validated `(target / name).resolve()`,\nwhich collapses a \"..\" against its precedin\n[…]\nutside the extraction root.\n\nBoth fail (DID NOT RAISE) against the pre-fix validator and pass after it.\n(Addresses the PR review suggestion.)\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): close validate/extract path mismatch in pathsec Zip-Sl…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:12:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a06066141b3defe23c710727404dea3fe7c6fbf3",
          "body": "…4) (#3633)\n\n* fix(security): bound recursion in PorterStemmer._is_consonant (CWE-674)\n\n_is_consonant recursed with no depth bound whenever the current letter\nwas 'y': for a 'y' it returned `not _is_consonant(word, i - 1)`, walking\nbackward one stack frame per character. A single token consisting of\n[…]\nr. This guards the iterative _is_consonant fix and prevents the\nrecursive form from being reintroduced. (Addresses the PR review suggestion.)\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): bound recursion in PorterStemmer._is_consonant (CWE-67…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:11:23Z",
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          "is_coding_agent": false
        },
        {
          "oid": "c67a1419872facc8aafa48e8b550dbdf7e3b7233",
          "body": "…s_cycle (#3632)\n\n* Fix algorithmic-complexity DoS in DependencyGraph.contains_cycle (CWE-407)\n\ncontains_cycle detected cycles by repeatedly recomputing a transitive\nclosure with a triple-nested loop over a `distances` set that grows\nquadratically in the number of nodes. Its running time was therefo\n[…]\n E) here\" so the wording is\naccurate while keeping the DoS rationale clear. Comment-only; no behavior\nchange. (Addresses the PR review note.)\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security):  algorithmic-complexity DoS in DependencyGraph.contain…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:10:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "20400ae6ac462ef206d4fe3c5145f54c4e89bd54",
          "body": "…6) (#3623)\n\nBoxer resolved its candc/boxer executables with find_binary() and ran them via\nsubprocess.Popen. find_binary() also matches a binary relative to the current\nworking directory -- a relative bin_dir yields ./candc, and even the default\nbin_dir=None matches a candc/candc directory in the C\n[…]\nNDC environment variable and a\n$PATH lookup are unchanged. Add regression tests. Same class as the MaltParser\n(#3616), ReppTokenizer (#3618), Weka (#3620) and Senna (#3621) fixes and as\nCVE-2026-0848.",
          "is_bot": false,
          "headline": "fix(security): do not run the candc/boxer binary from the CWD (CWE-42…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:08:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cffe7b139ac054fad58ea9fef5462becba1f8aa6",
          "body": "* Add RELEASE-Github.md documentation\n\n* Apply suggestions from code review\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add RELEASE-Github.md documentation (#3627)",
          "author_name": "Eric Ka",
          "author_login": "ekaf",
          "committed_at": "2026-06-25T08:05:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cf94145232c5ab11d75a9564d9196b086d5172fe",
          "body": "* fix(security): route read_sents through pathsec sentinel\n\n* Implement Copilot review suggestions",
          "is_bot": false,
          "headline": "fix(security): route read_sents through pathsec sentinel (#3626)",
          "author_name": "Eric Ka",
          "author_login": "ekaf",
          "committed_at": "2026-06-25T08:02:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9c33228448152f98d91a81c756728574e082996",
          "body": "…(CWE-1333) (#3646)\n\n* fix(security): stop exponential ReDoS in XMLCorpusView _VALID_XML_RE (CWE-1333)\n\nXMLCorpusView (the shared engine behind BNC/FrameNet/SemCor/NKJP/MTE/\nnps_chat) validates each XML fragment it reads from a corpus file with\n_VALID_XML_RE, which has the catastrophic shape [^<]* (\n[…]\nh exactly as before (0 mismatches\nover 8000), real CDATA is now validated/skipped correctly, and comment/doctype/\ncdata payloads stay linear.\n\n---------\n\nCo-authored-by: LinZiyu <221020063@fzu.edu.cn>",
          "is_bot": false,
          "headline": "fix(security): stop exponential ReDoS in XMLCorpusView _VALID_XML_RE …",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T08:01:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "83d25f65908a436ebc83b3884a270859a001306f",
          "body": "…xpansion DoS (CWE-776) (#3615)\n\n* fix(security): use defusedxml in corpus readers to block XML entity-expansion DoS (CWE-776)\n\nNLTK's XML corpus readers parsed untrusted corpus XML with the stdlib\nxml.etree.ElementTree, which performs entity expansion and is vulnerable to a\nBillion-Laughs denial of\n[…]\nters (e.g. ZipFilePathPointer). Open the pointer and parse the\nresulting stream, matching XMLCorpusReader.xml() and the propbank/nombank\nreaders. defusedxml's entity-expansion protection is unchanged.",
          "is_bot": false,
          "headline": "fix(security): use defusedxml in corpus readers to block XML entity-e…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:54:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb3b65e7aa12c7d8c9d4e64611be8cd56f522268",
          "body": "…59) (#3619)\n\n* Resolve symlinks in downloader containment check (CWE-59)\n\nThe download-target containment check added in #3595 is lexical\n(normpath/abspath + commonpath, not realpath), so it does not resolve\nsymbolic links. A symlink that already exists inside download_dir and\npoints outside it is \n[…]\ndownload_dir. Add a regression test for a link pointing to an ancestor.\n\nAlso skip the symlink tests where os.symlink is unavailable (e.g. Windows\nwithout Developer Mode) instead of failing the suite.",
          "is_bot": false,
          "headline": "fix(security): resolve symlinks in downloader containment check (CWE-…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:51:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1dea3e93ea5467753f3f096d54d0a4ec80ec0a47",
          "body": "* Route _download_package() writes through pathsec.open\n\n* Apply suggestions from code review\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* Apply isort formatting after Copilot suggestion changes\n\n* Test scoped pathsec writes\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Route _download_package() writes through pathsec.open (#3622)",
          "author_name": "Eric Ka",
          "author_login": "ekaf",
          "committed_at": "2026-06-25T07:50:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0cec76e51f76fc94807619bffe6e3819dec3336f",
          "body": "…(#3630)",
          "is_bot": false,
          "headline": "fix(security): prevent ReDoS in chunk tag-pattern parsing (CWE-1333) …",
          "author_name": "Litesh Ghute",
          "author_login": "LiteshGhute",
          "committed_at": "2026-06-25T07:47:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5acf63c26e9eb31c6c42a38d2e6b1878fb5208a8",
          "body": "…621)\n\n* fix(security): do not run the senna binary from the CWD (CWE-829)\n\nSenna.__init__ accepted a relative senna_path (e.g. \".\") and resolved the\nexecutable against the current working directory. executable() returns a path\nthat contains a separator (e.g. ./senna-osx), and subprocess.Popen runs \n[…]\nnot found, so construction fails fast and consistently.\nThe security semantics are unchanged (relative senna_path / relative SENNA are\nstill rejected and the CWD is never used). Add a regression test.",
          "is_bot": false,
          "headline": "fix(security): do not run the senna binary from the CWD (CWE-829) (#3…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:45:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "880b6873aa70f67fc81e100085c8840e170c9e14",
          "body": "* fix(security): do not load weka.jar from the CWD (CWE-494)\n\nconfig_weka() searched for weka.jar with the current working directory (\".\")\nlisted first in _weka_search, before the system locations and WEKAHOME. A\n./weka.jar planted in the CWD by an attacker was therefore selected and executed\nvia ja\n[…]\ntion that the CWD is absent from the default search path.\n- config_weka() now copies _weka_search before inserting WEKAHOME, so repeated\n  calls no longer mutate the module-level default search order.",
          "is_bot": false,
          "headline": "fix(security): do not load weka.jar from the CWD (CWE-494) (#3620)",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:44:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2fc0bf6c29e785046d7d4e2b13636e5cffd102f4",
          "body": "… not the CWD (CWE-427) (#3618)\n\n* fix(security): resolve relative ReppTokenizer dir via REPP_TOKENIZER, not the CWD (CWE-426)\n\nfind_repptokenizer() accepted repp_dirname as-is whenever os.path.exists() was\ntrue. For a relative name that resolves against the current working directory,\nand it was che\n[…]\nThe PathLike branch of test_absolute_path_still_accepted only asserted\ntruthiness of repp_dir. Assert it resolves to the same directory as the\ninput (os.path.realpath equality), matching the str case.",
          "is_bot": false,
          "headline": "fix(security): resolve relative ReppTokenizer dir via REPP_TOKENIZER,…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:43:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c1c1ee39b3c3541148b607ee85ae2745594a7a6b",
          "body": "…RecursionError (CWE-674) (#3617)\n\n* fix(security): bound LogicParser recursion depth to prevent uncaught RecursionError (CWE-674)\n\nLogicParser is a recursive-descent parser: each nested sub-expression recurses\nthrough process_next_expression. Deeply nested input (e.g.\nExpression.fromstring(\"-\" * 50\n[…]\n the regression test (pytest.raises already\n  fails on an unexpected RecursionError) and correct the wording (this is\n  uncontrolled recursion, not ReDoS; nesting up to the cap parses, beyond raises).",
          "is_bot": false,
          "headline": "fix(security): bound LogicParser recursion depth to prevent uncaught …",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:42:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6a23bffc0ada8b4e58311b20974ac4864f41c67c",
          "body": "…he CWD (CWE-426) (#3616)\n\n* fix(security): resolve relative MaltParser dir via MALT_PARSER, not the CWD (CWE-426)\n\nfind_maltparser() accepted parser_dirname as-is whenever os.path.exists() was\ntrue. For a relative name (as NLTK's docs use, e.g. MaltParser('maltparser-1.7.2'))\nthat resolves against \n[…]\nh a relative Path would otherwise\n  trip with an AssertionError);\n- check os.path.isdir() rather than os.path.exists() for the explicit-absolute\n  case, since the path is subsequently walked for jars.",
          "is_bot": false,
          "headline": "fix(security): resolve relative MaltParser dir via MALT_PARSER, not t…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:42:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b02e9ee8da67004559f55547082f706d52087a85",
          "body": "…) (#3614)\n\n* fix(security): prevent ReDoS in SensevalCorpusReader _fixXML (CWE-1333)\n\n_fixXML normalises Senseval pseudo-XML before parsing. Two of its substitutions\nused plain re patterns whose lazy/greedy whitespace and token runs rescan a long\ntoken / whitespace run that lacks the trailing <p=\".\n[…]\nt the comments (the crafted token is ~128 KB, not ~256 KB);\n- pass the fileid as a one-element list so CorpusReader treats it as an exact\n  fileid rather than a regexp (where `.` would be a wildcard).",
          "is_bot": false,
          "headline": "fix(security): prevent ReDoS in SensevalCorpusReader _fixXML (CWE-400…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:41:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "022fe14b8095ea91c1c653a0f8e1f4990ccfbc5f",
          "body": "…egex (CWE-1333) (#3612)\n\nTextTilingTokenizer._mark_paragraph_breaks scans for blank-line paragraph\nbreaks with [ \\t\\r\\f\\v]*\\n[ \\t\\r\\f\\v]*\\n[ \\t\\r\\f\\v]*. With the plain greedy `re`\npattern, finditer rescans a long horizontal-whitespace run that has no blank\nline quadratically: a crafted whitespace b\n[…]\ns are unchanged (verified identical finditer output) while the\nscan becomes linear. Add regression tests.\n\nReachable via the public TextTilingTokenizer().tokenize(text), where text is\nuntrusted input.",
          "is_bot": false,
          "headline": "fix(security): prevent ReDoS in TextTilingTokenizer paragraph-break r…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-25T07:40:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0ed4fbd6ba0e53bb72d9d9b348e06af11fdbfbe4",
          "body": "* Fix perfect-agreement agreement metrics\n\n* Address Copilot review concerns in agreement metrics\n\n- _chance_corrected_agreement: raise ValueError instead of silently\n  returning 0.0 when expected~=1.0 but observed!=1.0, to avoid\n  masking violated distance contracts or undefined semantics.\n- S(): a\n[…]\neError when self.K is empty),\n  consistent with the existing guard in alpha().\n\n* Format with black to pass pre-commit checks\n\n---------\n\nCo-authored-by: Muhtasim-Munif-Fahim <fahim.stat.ru@gmail.com>",
          "is_bot": false,
          "headline": "Fix perfect-agreement edge cases in agreement metrics (#3608)",
          "author_name": "Md Muhtasim Munif Fahim",
          "author_login": "Muhtasim-Munif-Fahim",
          "committed_at": "2026-06-25T07:39:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "16a32d680d070254d5744e33fa83f9c0056d5a1f",
          "body": null,
          "is_bot": false,
          "headline": "Fix release workflow CI check for tagged commits (#3611)",
          "author_name": "Eric Kafe",
          "author_login": "ekaf",
          "committed_at": "2026-06-11T20:09:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d791cbdaae1428e7f9b73fbf1c590ff7395ee562",
          "body": null,
          "is_bot": false,
          "headline": "Prepare release metadata for 3.10.0 (#3610)",
          "author_name": "Eric Kafe",
          "author_login": "ekaf",
          "committed_at": "2026-06-11T18:54:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be36cfe02f96deb9fc3e0bc4b21113a49cfc4cf7",
          "body": "* ci: apply review fixes, check docs, and use drafts\n\n* Prepare to build a release candidate",
          "is_bot": false,
          "headline": "Check that CI succeeded on the commit a release tag points to (#3506)",
          "author_name": "Eric Kafe",
          "author_login": "ekaf",
          "committed_at": "2026-06-11T18:14:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e8fcbb090d17d4e94a8d36aaca68c6bf82c7236",
          "body": null,
          "is_bot": false,
          "headline": "Document NLTK's new security policy (#3597)",
          "author_name": "Eric Kafe",
          "author_login": "ekaf",
          "committed_at": "2026-06-11T17:36:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e62eb121e4c897796d9399a56e3d4078c4742c8b",
          "body": "* Replace unsafe exec() with importlib in utility CLI\n\n* Address review concerns",
          "is_bot": false,
          "headline": "Replace unsafe exec() with importlib in utility CLI (#3609)",
          "author_name": "Eric Kafe",
          "author_login": "ekaf",
          "committed_at": "2026-06-11T17:02:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54228e2d9a69accb94aef8da9306c335f34f1757",
          "body": "* Fix remaining issues from PRs #3477 and #3498\n\n* Tighten Stanford segmenter JAR verification\n\n* Refactor Segmenter classpath validation and add regression tests",
          "is_bot": false,
          "headline": "Fix remaining post-merge issues from #3477 and #3498 (#3599)",
          "author_name": "Eric Kafe",
          "author_login": "ekaf",
          "committed_at": "2026-06-10T09:57:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2deaa35bce283767a20d1e96b21755690b866396",
          "body": "Cache WordNet max depth lazily for lch_similarity()",
          "is_bot": false,
          "headline": "Merge pull request #3592 from ekaf/hotfix-2273",
          "author_name": "Steven Bird",
          "author_login": "stevenbird",
          "committed_at": "2026-06-06T07:25:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a52ca96645577f1e77457769b14000a567c6f04f",
          "body": "Fix remaining corpus reader pathsec gaps before ENFORCE=True RC",
          "is_bot": false,
          "headline": "Merge pull request #3588 from ekaf/hotfix-3587",
          "author_name": "Steven Bird",
          "author_login": "stevenbird",
          "committed_at": "2026-06-06T07:23:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6e75671e8c96a0772018ef7179aa76f6e17274c",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'upstream/develop' into hotfix-3587",
          "author_name": "Eric Kafe",
          "author_login": "ekaf",
          "committed_at": "2026-06-06T07:14:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "042359aa80c0428f59ff0f19a1c93e42a99686da",
          "body": "…WE-1333) (#3583)\n\n* fix(security): bound ReviewsCorpusReader FEATURES label to prevent ReDoS (CWE-1333)\n\nThe FEATURES regex used an unbounded feature label ((?:(?:\\w+\\s)+)?\\w+), so\nre.findall rescans a long, bracket-less review line quadratically: a crafted\ncorpus line such as \"word \" * 100000 hang\n[…]\nde the worker can no longer masquerade as a pass.\n- Use the tmp_path fixture instead of tempfile.mkdtemp(), so the temp corpus is\n  cleaned up automatically.\n- Drop the unused `re` import (ruff F401).",
          "is_bot": false,
          "headline": "fix(security): prevent ReDoS in ReviewsCorpusReader FEATURES regex (C…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-06T06:50:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7d1389d0789c1eca56bd0ed444089e0a3972e3ed",
          "body": "…#3581)\n\n* fix(security): block path traversal in FramenetCorpusReader.frame() (CWE-22)\n\nFramenetCorpusReader.frame(name) -> frame_by_name() interpolates the\ncaller-supplied frame name into an XML file path that is then read with the\nbuiltin open() via XMLCorpusView, bypassing the CorpusReader.open(\n[…]\n blocks, so a missing file behaves as before.\n\n- Add regression tests for doc() (previously untested), the Windows drive\n  prefix, and a legitimate in-root frame read that guards the abspath refactor.",
          "is_bot": false,
          "headline": "fix(security): block path traversal in FramenetCorpusReader.frame() (…",
          "author_name": "Ziyu Lin",
          "author_login": "LinZiyuu",
          "committed_at": "2026-06-06T06:48:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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                "key": "track_record",
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                "key": "not_deprecated",
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        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "name": "Engineering Quality",
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                ],
                "max_points": 20
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                "status": "missed",
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        ],
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        "key": "security",
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              },
              {
                "code": "weights_renormalized",
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                "key": "codeql_workflow",
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            "notes": [
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                "code": "excluded_no_data",
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                "max_points": 35
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                "max_points": 25
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              {
                "key": "no_advisories_left_outstanding",
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                "status": "excluded",
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                "max_points": 40
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          },
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            "inputs": {
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          {
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        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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              {
                "key": "openssf_scorecard_pinned_dependencies",
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              },
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              },
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        ],
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  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T00:32:35.818983Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/nltk/nltk.svg",
  "full_name": "nltk/nltk",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.26.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.