Pith Number

pith:ZUQLYRYL

pith:2025:ZUQLYRYLSQDOXWUHY77NQQYHRA

not attested not anchored not stored refs pending

Training Language Model to Critique for Better Refinement

Bosi Wen, Chao Xiang, Chuxiong Sun, Cunxiang Wang, Jiale Cheng, Li Zhang, Mingchuan Yang, Minlie Huang, Pei Ke, Tianshu Yu, Xinyu Mu

arxiv:2506.22157 v1 · 2025-06-27 · 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{ZUQLYRYLSQDOXWUHY77NQQYHRA}

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

1 paper in Pith

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning

Receipt and verification

First computed	2026-07-05T11:28:22.860122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd20bc470b9406ebda87c7fed843078821bda247fd61cc574f384ceeca3082bc

Aliases

arxiv: 2506.22157 · arxiv_version: 2506.22157v1 · doi: 10.48550/arxiv.2506.22157 · pith_short_12: ZUQLYRYLSQDO · pith_short_16: ZUQLYRYLSQDOXWUH · pith_short_8: ZUQLYRYL

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/ZUQLYRYLSQDOXWUHY77NQQYHRA \
  | 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: cd20bc470b9406ebda87c7fed843078821bda247fd61cc574f384ceeca3082bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c47e1dba7305e1f9f6a472d7998d3d37974e876f52e93ff9bd498d1d811ebddf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-27T12:10:57Z",
    "title_canon_sha256": "90368e8b96c7f88ad0823ec74baf0e2e3b0806bf2dd49f86c3426f935bc8d1e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22157",
    "kind": "arxiv",
    "version": 1
  }
}