Pith Number

pith:WTGFSDP2

pith:2025:WTGFSDP2TC7HF3ESY7CSGJREF3

not attested not anchored not stored refs pending

Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate

Wenhu Chen, Xiang Yue, Yubo Wang

arxiv:2501.17703 v4 · 2025-01-29 · 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{WTGFSDP2TC7HF3ESY7CSGJREF3}

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

6 papers in Pith

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

Teaching Large Language Models When Not to Know: Learning Temporal Critique for Ex-Ante Reasoning

FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection

rePIRL: Learn PRM with Inverse RL for LLM Reasoning

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

Receipt and verification

First computed	2026-07-05T10:41:20.097062Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4cc590dfa98be72ec92c7c52326242ec69008d000cf27f5c8a86464c5a6e486

Aliases

arxiv: 2501.17703 · arxiv_version: 2501.17703v4 · doi: 10.48550/arxiv.2501.17703 · pith_short_12: WTGFSDP2TC7H · pith_short_16: WTGFSDP2TC7HF3ES · pith_short_8: WTGFSDP2

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/WTGFSDP2TC7HF3ESY7CSGJREF3 \
  | 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: b4cc590dfa98be72ec92c7c52326242ec69008d000cf27f5c8a86464c5a6e486

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6f8a81cd7ea9d444b7509293b530c0687151bf1a66b02e450b96f26bbdaa706",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-29T15:20:30Z",
    "title_canon_sha256": "dad1a929e5c0182287d20e595e17062b2f802a52cc6ecc77c530b9df508f1b9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17703",
    "kind": "arxiv",
    "version": 4
  }
}