Pith Number

pith:5RVVDOIQ

pith:2024:5RVVDOIQZG5JBQOON44V2YTLJZ

not attested not anchored not stored refs pending

Dynamic Evaluation of Large Language Models by Meta Probing Agents

Jindong Wang, Kaijie Zhu, Qinlin Zhao, Ruochen Xu, Xing Xie

arxiv:2402.14865 v2 · 2024-02-21 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5RVVDOIQZG5JBQOON44V2YTLJZ}

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

6 papers in Pith

Elmes*: Automated Construction of Fine-Grained Evaluation Rubrics for Large Language Models in Long-Tail Educational Scenarios

AgentReview: Exploring Peer Review Dynamics with LLM Agents

Benchmark Data Contamination of Large Language Models: A Survey

Robust Reasoning Benchmark

The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey

Receipt and verification

First computed	2026-07-05T08:28:38.745725Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec6b51b910c9ba90c1ce6f395d626b4e6e1825e3ad4d1551c20de3e55709b709

Aliases

arxiv: 2402.14865 · arxiv_version: 2402.14865v2 · doi: 10.48550/arxiv.2402.14865 · pith_short_12: 5RVVDOIQZG5J · pith_short_16: 5RVVDOIQZG5JBQOO · pith_short_8: 5RVVDOIQ

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/5RVVDOIQZG5JBQOON44V2YTLJZ \
  | 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: ec6b51b910c9ba90c1ce6f395d626b4e6e1825e3ad4d1551c20de3e55709b709

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d8513c542741dbae945c1e946928a7a095b6394c30ba8e67bbfa997c3d4fb73",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-21T06:46:34Z",
    "title_canon_sha256": "a1ff304c90df8344022b27e5d4b264c5b5e10191e59139cfe8570d092ac7dc72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14865",
    "kind": "arxiv",
    "version": 2
  }
}