Pith Number

pith:ZZVAMWKQ

pith:2023:ZZVAMWKQ7JYI5A2S2LC3LNFVND

not attested not anchored not stored refs pending

Learning From Mistakes Makes LLM Better Reasoner

Jian-Guang Lou, Nanning Zheng, Shengnan An, Weizhu Chen, Zeqi Lin, Zexiong Ma

arxiv:2310.20689 v4 · 2023-10-31 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZZVAMWKQ7JYI5A2S2LC3LNFVND}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

8 papers in Pith

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review

AdaSwitch: Adaptive Switching between Small and Large Agents for Effective Cloud-Local Collaborative Learning

Improving Factuality in LLMs via Inference-Time Knowledge Graph Construction

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Learning from Failures: Correction-Oriented Policy Optimization with Verifiable Rewards

Receipt and verification

First computed	2026-07-05T08:02:02.656898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce6a065950fa708e8352d2c5b5b4b568dd60b9f997be3840304ea6cc3727f204

Aliases

arxiv: 2310.20689 · arxiv_version: 2310.20689v4 · doi: 10.48550/arxiv.2310.20689 · pith_short_12: ZZVAMWKQ7JYI · pith_short_16: ZZVAMWKQ7JYI5A2S · pith_short_8: ZZVAMWKQ

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/ZZVAMWKQ7JYI5A2S2LC3LNFVND \
  | 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: ce6a065950fa708e8352d2c5b5b4b568dd60b9f997be3840304ea6cc3727f204

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c52c0c5e679c6a57c1cea142208d4bb2e291937a17a2ca51b5bbedae6bbab5c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-31T17:52:22Z",
    "title_canon_sha256": "81464295c7a392c69e5a559ac04c3f6fe4204380fd0a2879eef66fceb127c374"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.20689",
    "kind": "arxiv",
    "version": 4
  }
}