Pith Number

pith:J7RF7UWC

pith:2019:J7RF7UWCQJTDGALGNQMPIMUP5M

not attested not anchored not stored refs pending

Reducing Sentiment Bias in Language Models via Counterfactual Evaluation

Dani Yogatama, Huan Zhang, Jack Rae, Johannes Welbl, Po-Sen Huang, Pushmeet Kohli, Ray Jiang, Robert Stanforth, Vishal Maini

arxiv:1911.03064 v3 · 2019-11-08 · cs.CL · cs.CY · cs.LG

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\usepackage{pith}
\pithnumber{J7RF7UWCQJTDGALGNQMPIMUP5M}

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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

3 papers in Pith

Measuring Stereotype and Deviation Biases in Large Language Models

Ethical and social risks of harm from Language Models

Language Models are Few-Shot Learners

Receipt and verification

First computed	2026-07-05T01:41:15.813181Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fe25fd2c282663301666c18f4328feb353af2d0fd3d43484ec43e76c309adb0

Aliases

arxiv: 1911.03064 · arxiv_version: 1911.03064v3 · doi: 10.48550/arxiv.1911.03064 · pith_short_12: J7RF7UWCQJTD · pith_short_16: J7RF7UWCQJTDGALG · pith_short_8: J7RF7UWC

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/J7RF7UWCQJTDGALGNQMPIMUP5M \
  | 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: 4fe25fd2c282663301666c18f4328feb353af2d0fd3d43484ec43e76c309adb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7efdba8139e9fc8f98e7f5885b7c2d8a0c135835ff50d82d858c482ba77bc118",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-11-08T05:56:01Z",
    "title_canon_sha256": "14544bb5ed21408ddfea1177ebc56c366afae7b0909db7091a50ef91aa319b5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.03064",
    "kind": "arxiv",
    "version": 3
  }
}