Pith Number

pith:L656LQF5

pith:2023:L656LQF5LQIMRTDDRL6WSYXEXB

not attested not anchored not stored refs pending

Self-Evaluation Improves Selective Generation in Large Language Models

Balaji Lakshminarayanan, Jie Ren, Peter J. Liu, Tu Vu, Yao Zhao

arxiv:2312.09300 v1 · 2023-12-14 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{L656LQF5LQIMRTDDRL6WSYXEXB}

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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

7 papers in Pith

Bridging the Detection-to-Abstention Gap in Reasoning Models under Insufficient Information

MedVIGIL: Evaluating Trustworthy Medical VLMs Under Broken Visual Evidence

Rethinking Uncertainty Estimation in LLMs: A Principled Single-Sequence Measure

Internalizing Curriculum Judgment for LLM Reinforcement Fine-Tuning

Zero-Shot Confidence Estimation for Small LLMs: When Supervised Baselines Aren't Worth Training

Receipt and verification

First computed	2026-07-05T07:24:22.977661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fbbe5c0bd5c10c8cc638afd6962e4b87891e7b056cb10d8347421393d8826d3

Aliases

arxiv: 2312.09300 · arxiv_version: 2312.09300v1 · doi: 10.48550/arxiv.2312.09300 · pith_short_12: L656LQF5LQIM · pith_short_16: L656LQF5LQIMRTDD · pith_short_8: L656LQF5

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/L656LQF5LQIMRTDDRL6WSYXEXB \
  | 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: 5fbbe5c0bd5c10c8cc638afd6962e4b87891e7b056cb10d8347421393d8826d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e019c418e5580be0d72c803e8cffb7563a176819bb7bffc1f221c61e690a52f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-14T19:09:22Z",
    "title_canon_sha256": "7e1149bb1356531b6c2ede7337c049ff77a23a606644a286597042513a2e3262"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.09300",
    "kind": "arxiv",
    "version": 1
  }
}