Pith Number

pith:Q57JLP7E

pith:2024:Q57JLP7EKBSBYKZKBWP7ANMAM4

not attested not anchored not stored refs pending

Probabilities of Chat LLMs Are Miscalibrated but Still Predict Correctness on Multiple-Choice Q&A

Benjamin Plaut, Nguyen X. Khanh, Tu Trinh

arxiv:2402.13213 v4 · 2024-02-20 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{Q57JLP7EKBSBYKZKBWP7ANMAM4}

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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

9 papers in Pith

ConSteer-RL: Steering Reasoning Capabilities in Large Language Models via Confidence-Aware Reinforcement Learning

Enhancing Trust in Large Language Models via Uncertainty-Calibrated Fine-Tuning

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

Instance-Adaptive Online Multicalibration

PromptNCE: Pointwise Mutual Information Predictions Using Only LLMs and Contrastive Estimation Prompts

Receipt and verification

First computed	2026-07-05T11:49:45.108874Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

877e95bfe450641c2b2a0d9ff035806732542746e85ea6e31313bbd36c0dc07c

Aliases

arxiv: 2402.13213 · arxiv_version: 2402.13213v4 · doi: 10.48550/arxiv.2402.13213 · pith_short_12: Q57JLP7EKBSB · pith_short_16: Q57JLP7EKBSBYKZK · pith_short_8: Q57JLP7E

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/Q57JLP7EKBSBYKZKBWP7ANMAM4 \
  | 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: 877e95bfe450641c2b2a0d9ff035806732542746e85ea6e31313bbd36c0dc07c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c01b43d6776eba0485cc1632daedb78e483fb058afa384c775c716956f492e76",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-20T18:24:47Z",
    "title_canon_sha256": "a2d422f860b006bddd838cb265bb1717daa887c1c7a67cf74b9ba303ef676275"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13213",
    "kind": "arxiv",
    "version": 4
  }
}