Pith Number

pith:NRMWB5MF

pith:2021:NRMWB5MFTASO5NUGUHXRW3J3DC

not attested not anchored not stored refs pending

An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models

Elinor Poole-Dayan, Nicholas Meade, Siva Reddy

arxiv:2110.08527 v3 · 2021-10-16 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{NRMWB5MFTASO5NUGUHXRW3J3DC}

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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

2 papers in Pith

DebiasRAG: A Tuning-Free Path to Fair Generation in Large Language Models through Retrieval-Augmented Generation

Social Bias in LLM-Generated Code: Benchmark and Mitigation

Receipt and verification

First computed	2026-07-05T04:11:08.726389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c5960f5859824eeb686a1ef1b6d3b1886c018ce0a19f4e90f9226e611f3b058

Aliases

arxiv: 2110.08527 · arxiv_version: 2110.08527v3 · doi: 10.48550/arxiv.2110.08527 · pith_short_12: NRMWB5MFTASO · pith_short_16: NRMWB5MFTASO5NUG · pith_short_8: NRMWB5MF

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/NRMWB5MFTASO5NUGUHXRW3J3DC \
  | 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: 6c5960f5859824eeb686a1ef1b6d3b1886c018ce0a19f4e90f9226e611f3b058

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "259bf6945dd8fb579c8d29d58c96bdf79d699da5ef89ef7b6c6318c2669b6190",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-10-16T09:40:30Z",
    "title_canon_sha256": "717e207ef3374a085e0f90a7aa05a9c96b342effd5b7f8cea7bd2840b74844f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.08527",
    "kind": "arxiv",
    "version": 3
  }
}