Pith Number

pith:WML3K5MZ

pith:2024:WML3K5MZ5GDESO7MOVAIGXMUZ6

not attested not anchored not stored refs pending

Investigating Data Contamination for Pre-training Language Models

Jiawei Han, Ken Ziyu Liu, Ming Zhong, Minhao Jiang, Rylan Schaeffer, Sanmi Koyejo, Siru Ouyang

arxiv:2401.06059 v1 · 2024-01-11 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{WML3K5MZ5GDESO7MOVAIGXMUZ6}

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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

6 papers in Pith

DataComp-VLM: Improved Open Datasets for Vision-Language Models

TSFMAudit: Data Contamination Auditing in Forecasting Time Series Foundation Models

How Hard is it to Rig a Benchmark? A Social Choice Analysis of Leaderboard Robustness

LLM Benchmark Datasets Should Be Contamination-Resistant

Receipt and verification

First computed	2026-07-05T07:32:40.120322Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b317b57599e986493bec7540835d94cf9ce17a3078f0c0be1f57c9e3f4c8aa61

Aliases

arxiv: 2401.06059 · arxiv_version: 2401.06059v1 · doi: 10.48550/arxiv.2401.06059 · pith_short_12: WML3K5MZ5GDE · pith_short_16: WML3K5MZ5GDESO7M · pith_short_8: WML3K5MZ

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/WML3K5MZ5GDESO7MOVAIGXMUZ6 \
  | 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: b317b57599e986493bec7540835d94cf9ce17a3078f0c0be1f57c9e3f4c8aa61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbdfdf732b900702c1009d57ed770ac938d07d83bc2a513991f080f75fcc95e9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-11T17:24:49Z",
    "title_canon_sha256": "3f683ebc6f8c0d03bb377ab7be1f7556278e7cb68a3fddd14da323fada976858"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.06059",
    "kind": "arxiv",
    "version": 1
  }
}