Pith Number

pith:BBUSP2EB

pith:2025:BBUSP2EBWKQ3UM7S2KDPNPTXBA

not attested not anchored not stored refs pending

Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks

Aixin Sun, Dan Huang, David Lo, Haiyuan Liang, Heng Ji, Jiahao Ying, Jing Jiang, Juanzi Li, Lei Hou, Lifu Huang, Min-Yen Kan, Muhao Chen, Qianru Sun, Qi Zhang, Shibo Hong, Tat-Seng Chua, Wenxuan Zhang, Xiaozhi Wang, Xingjun Ma, Xinze Li, Xuanjing Huang, Yantao Liu, Yixin Cao, Yubo Ma, Yu-Gang Jiang, Zijun Yao, Zuxuan Wu

arxiv:2504.18838 v1 · 2025-04-26 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BBUSP2EBWKQ3UM7S2KDPNPTXBA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

9 papers in Pith

Hint Tuning: Less Data Makes Better Reasoners

OpenSkillEval: Automatically Auditing the Open Skill Ecosystem for LLM Agents

Discriminatory Compliance: How LLMs Answer Queries from Protected Groups

OpenSkillEval: Automatically Auditing the Open Skill Ecosystem for LLM Agents

Safe for Whom? Rethinking How We Evaluate the Safety of LLMs for Real Users

Receipt and verification

First computed	2026-07-05T10:54:22.228978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

086927e881b2a1ba33f2d286f6be77080c7efd5dd70cfa9647a1367da8b7b627

Aliases

arxiv: 2504.18838 · arxiv_version: 2504.18838v1 · doi: 10.48550/arxiv.2504.18838 · pith_short_12: BBUSP2EBWKQ3 · pith_short_16: BBUSP2EBWKQ3UM7S · pith_short_8: BBUSP2EB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/BBUSP2EBWKQ3UM7S2KDPNPTXBA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 086927e881b2a1ba33f2d286f6be77080c7efd5dd70cfa9647a1367da8b7b627

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b863cb345317a626878c276c06cafa4f1f2a25137fb570e4286e8664e711f00",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-26T07:48:52Z",
    "title_canon_sha256": "0e01f613119391217fe68d823c70b6c95497a092c3ccd5be1c7e48c092b276af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.18838",
    "kind": "arxiv",
    "version": 1
  }
}