Pith Number

pith:DUZUK73O

pith:2023:DUZUK73OMSR5W3S76LCBDXPV47

not attested not anchored not stored refs pending

Evaluating and Mitigating Discrimination in Language Model Decisions

Alex Tamkin, Amanda Askell, Deep Ganguli, Esin Durmus, Jared Kaplan, Karina Nguyen, Liane Lovitt, Nicholas Joseph, Shauna Kravec

arxiv:2312.03689 v1 · 2023-12-06 · cs.CL

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\usepackage{pith}
\pithnumber{DUZUK73OMSR5W3S76LCBDXPV47}

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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

8 papers in Pith

To Compare, or Not to Compare: On Methodological Practices in Evaluating Social Bias

AgentFairBench: Do LLM Agents Discriminate When They Act?

Defeat Devices in AI Systems

What Do People Actually Want From AI? Mapping Preference Plurality

Laissez-Faire Harms: Algorithmic Biases in Generative Language Models

Receipt and verification

First computed	2026-07-05T07:21:08.301151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d33457f6e64a3db6e5ff2c411ddf5e7f114a6633f600a381fff540202d71085

Aliases

arxiv: 2312.03689 · arxiv_version: 2312.03689v1 · doi: 10.48550/arxiv.2312.03689 · pith_short_12: DUZUK73OMSR5 · pith_short_16: DUZUK73OMSR5W3S7 · pith_short_8: DUZUK73O

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/DUZUK73OMSR5W3S76LCBDXPV47 \
  | 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: 1d33457f6e64a3db6e5ff2c411ddf5e7f114a6633f600a381fff540202d71085

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea4815b0dcd8590f239566f6f0f438a03ec366cddd7edcf39191e1a96f6a3581",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-06T18:53:01Z",
    "title_canon_sha256": "e6a167196f1a4cdd1778e20b4723c0f59e245abc893873356cb7c84541748689"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03689",
    "kind": "arxiv",
    "version": 1
  }
}