Pith Number

pith:E4FUYHT4

pith:2023:E4FUYHT4DFWU7N3HAOGRFYJVB6

not attested not anchored not stored refs pending

Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications

Himabindu Lakkaraju, Jiaqi Ma, Srishti Gautam, Yanchen Liu

arxiv:2310.14607 v2 · 2023-10-23 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{E4FUYHT4DFWU7N3HAOGRFYJVB6}

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Record completeness

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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

Improving LLM Group Fairness on Tabular Data via In-Context Learning

Receipt and verification

First computed	2026-07-05T08:03:45.004417Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

270b4c1e7c196d4fb767038d12e1350f87c0fee2f1dbe52dbd234f21561a95f4

Aliases

arxiv: 2310.14607 · arxiv_version: 2310.14607v2 · doi: 10.48550/arxiv.2310.14607 · pith_short_12: E4FUYHT4DFWU · pith_short_16: E4FUYHT4DFWU7N3H · pith_short_8: E4FUYHT4

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/E4FUYHT4DFWU7N3HAOGRFYJVB6 \
  | 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: 270b4c1e7c196d4fb767038d12e1350f87c0fee2f1dbe52dbd234f21561a95f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1600e2360f7e57ca9ac7564b08eec139a394657fd97260c43f27438d36100b5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-23T06:31:28Z",
    "title_canon_sha256": "e4142affb22f0fb665c9f2de74a985c0db74ae427f5abcb2987174a486e83c18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14607",
    "kind": "arxiv",
    "version": 2
  }
}