Pith Number

pith:3YC73P5X

pith:2024:3YC73P5X2W4KSCLGYAQDHO6FNM

not attested not anchored not stored refs pending

Collapsed Language Models Promote Fairness

Jingxuan Xu, Linyi Li, Wuyang Chen, Yao Zhao, Yunchao Wei

arxiv:2410.04472 v3 · 2024-10-06 · cs.CL · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3YC73P5X2W4KSCLGYAQDHO6FNM}

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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

1 paper in Pith

The Fairness Collapse Phenomenon: Bias Amplification in Language Models Trained on Synthetic Data

Receipt and verification

First computed	2026-07-05T10:06:44.572857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de05fdbfb7d5b8a90966c02033bbc56b39519bf535bb9c266f8f526f3906df67

Aliases

arxiv: 2410.04472 · arxiv_version: 2410.04472v3 · doi: 10.48550/arxiv.2410.04472 · pith_short_12: 3YC73P5X2W4K · pith_short_16: 3YC73P5X2W4KSCLG · pith_short_8: 3YC73P5X

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/3YC73P5X2W4KSCLGYAQDHO6FNM \
  | 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: de05fdbfb7d5b8a90966c02033bbc56b39519bf535bb9c266f8f526f3906df67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0cf3544094ed5141392eed4c55ef1aa8cfeca55de949f40739e554f9572152d4",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-06T13:09:48Z",
    "title_canon_sha256": "0179072717fe23fcffdb5edc8c9d0d4e6ef77e4df9dce00e001456addb1fba44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04472",
    "kind": "arxiv",
    "version": 3
  }
}