Pith Number

pith:RSF3JGIH

pith:2024:RSF3JGIHJCJMRKSN6E6JPRSDZX

not attested not anchored not stored refs pending

Enhancing Confidence Expression in Large Language Models Through Learning from Past Experience

Chengyu Du, Haixia Han, Jiaqing Liang, Jie Shi, Shisong Chen, Tingyun Li, Xin Lin, Yanghua Xiao

arxiv:2404.10315 v1 · 2024-04-16 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RSF3JGIHJCJMRKSN6E6JPRSDZX}

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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

4 papers in Pith

Just how sure are you? Improving Verbalized Uncertainty Calibration in Medical VQA

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

LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generations

Confident in a Confidence Score: Investigating the Sensitivity of Confidence Scores to Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T08:08:28.752272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c8bb499074892c8aa4df13c97c643cde324d40cd30295b70f28d6caae98ad6e

Aliases

arxiv: 2404.10315 · arxiv_version: 2404.10315v1 · doi: 10.48550/arxiv.2404.10315 · pith_short_12: RSF3JGIHJCJM · pith_short_16: RSF3JGIHJCJMRKSN · pith_short_8: RSF3JGIH

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/RSF3JGIHJCJMRKSN6E6JPRSDZX \
  | 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: 8c8bb499074892c8aa4df13c97c643cde324d40cd30295b70f28d6caae98ad6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac59ba99f0ac2dd482207dfd5b56f8df7e1fd55305629f692fdaf0f921f4b4ba",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-16T06:47:49Z",
    "title_canon_sha256": "2948234f7272390bce7ff9ca4a0b37792d43ce1e14f31b20c58d98e7bc43dbbe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.10315",
    "kind": "arxiv",
    "version": 1
  }
}