Pith Number

pith:MPUKCXH5

pith:2024:MPUKCXH5EBVKFNZJJCPMS556MZ

not attested not anchored not stored refs pending

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Furu Wei, Lei Cui, Qihao Zhao, Qinzheng Sun, Qiufeng Yin, Scarlett Li, Shaoguang Mao, Tengchao Lv, Xin Zhang, Yangyu Huang, Ying Xin

arxiv:2412.15194 v1 · 2024-12-19 · cs.CL · cs.AI · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MPUKCXH5EBVKFNZJJCPMS556MZ}

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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

4 papers in Pith

At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization

Provable Joint Decontamination for Benchmarking Multiple Large Language Models

TDA-RC: Task-Driven Alignment for Knowledge-Based Reasoning Chains in Large Language Models

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration

Receipt and verification

First computed	2026-07-05T11:27:52.222946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63e8a15cfd206aa2b729489ec977be667a1222e07a30ad7ccc7b4577dd602e6d

Aliases

arxiv: 2412.15194 · arxiv_version: 2412.15194v1 · doi: 10.48550/arxiv.2412.15194 · pith_short_12: MPUKCXH5EBVK · pith_short_16: MPUKCXH5EBVKFNZJ · pith_short_8: MPUKCXH5

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/MPUKCXH5EBVKFNZJJCPMS556MZ \
  | 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: 63e8a15cfd206aa2b729489ec977be667a1222e07a30ad7ccc7b4577dd602e6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c41233d72282e5e7bf8289eebb291c380b2639644c12fc66bee29537518e4293",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T18:58:04Z",
    "title_canon_sha256": "253427a712c66424579a51b7c0de2137b6eb8d06ce0259d84a5b3d5f74e8c2ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15194",
    "kind": "arxiv",
    "version": 1
  }
}