Pith Number

pith:3IQ3PGYE

pith:2024:3IQ3PGYEWQV5KYO55WWUDQTORK

not attested not anchored not stored refs pending

SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales

Jing Gao, Shizhe Diao, Shujin Wu, Tianyang Xu, Xiaoze Liu, Xingyao Wang, Yangyi Chen

arxiv:2405.20974 v3 · 2024-05-31 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3IQ3PGYEWQV5KYO55WWUDQTORK}

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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

3 papers in Pith

Scaling with Confidence: Calibrating Confidence of LLMs for Adaptive Test Time Scaling

When Calibration Rankings Reverse: Accuracy-Controlled Evaluation for Fair Comparison of LLMs

Decoupling Reasoning and Confidence: Resurrecting Calibration in Reinforcement Learning from Verifiable Rewards

Receipt and verification

First computed	2026-07-05T09:15:57.981915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da21b79b04b42bd561ddedad41c26e8aae35fa6254efef72e751be532467971c

Aliases

arxiv: 2405.20974 · arxiv_version: 2405.20974v3 · doi: 10.48550/arxiv.2405.20974 · pith_short_12: 3IQ3PGYEWQV5 · pith_short_16: 3IQ3PGYEWQV5KYO5 · pith_short_8: 3IQ3PGYE

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/3IQ3PGYEWQV5KYO55WWUDQTORK \
  | 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: da21b79b04b42bd561ddedad41c26e8aae35fa6254efef72e751be532467971c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b2f4764045bf4a81f725ed85fa20754f5a5f47962b9751ef44b0c059fd27d05",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-31T16:21:16Z",
    "title_canon_sha256": "8af9d0004da732e14656f27715efcd5c54021c2b90831419fa89e5a92cb8dda5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.20974",
    "kind": "arxiv",
    "version": 3
  }
}