Pith Number

pith:7FABNFCR

pith:2024:7FABNFCRL4CHORTCG6YJCWUCIN

not attested not anchored not stored refs pending

Learning From Correctness Without Prompting Makes LLM Efficient Reasoner

Biyan Zhou, Han Wu, Hanxu Hou, Jiahui Gao, Linqi Song, Sichun Luo, Xiaojin Fu, Yuxuan Yao, Zhijiang Guo

arxiv:2403.19094 v2 · 2024-03-28 · 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{7FABNFCRL4CHORTCG6YJCWUCIN}

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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

2 papers in Pith

Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution

From System 1 to System 2: A Survey of Reasoning Large Language Models

Receipt and verification

First computed	2026-07-05T08:45:26.812770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9401694515f0477466237b0915a824352e9cc641a5e716438ff45d6d451a35b

Aliases

arxiv: 2403.19094 · arxiv_version: 2403.19094v2 · doi: 10.48550/arxiv.2403.19094 · pith_short_12: 7FABNFCRL4CH · pith_short_16: 7FABNFCRL4CHORTC · pith_short_8: 7FABNFCR

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/7FABNFCRL4CHORTCG6YJCWUCIN \
  | 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: f9401694515f0477466237b0915a824352e9cc641a5e716438ff45d6d451a35b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d4edb1f75909b9de64e13b4cd4f3b10fdd0817472675b5d2083ecde8a745570",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-28T02:12:49Z",
    "title_canon_sha256": "f788dc0ddf6cd82e806d06fd699d98e568df615e78cff75446b6513480b04cdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19094",
    "kind": "arxiv",
    "version": 2
  }
}