Pith Number

pith:JV4EROTN

pith:2025:JV4EROTNPOHFGOJAPTCF663VGY

not attested not anchored not stored refs pending

Learning from Peers in Reasoning Models

Benyou Wang, Hao Yang, Jiaxi Bi, Min Zhang, Stephen Chung, Tongxu Luo, Wenyu Du, Zhengyang Tang

arxiv:2505.07787 v1 · 2025-05-12 · 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{JV4EROTNPOHFGOJAPTCF663VGY}

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

Cut Your Losses! Learning to Prune Paths Early for Efficient Parallel Reasoning

Receipt and verification

First computed	2026-07-05T11:01:53.379061Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d7848ba6d7b8e5339207cc45f7b7536054a9ee21e41c4885f21f45e2fe30b36

Aliases

arxiv: 2505.07787 · arxiv_version: 2505.07787v1 · doi: 10.48550/arxiv.2505.07787 · pith_short_12: JV4EROTNPOHF · pith_short_16: JV4EROTNPOHFGOJA · pith_short_8: JV4EROTN

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/JV4EROTNPOHFGOJAPTCF663VGY \
  | 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: 4d7848ba6d7b8e5339207cc45f7b7536054a9ee21e41c4885f21f45e2fe30b36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1515d7bd8d00201a52a7574434199fa89cd468f39c31d1597dcf2b8932ba7a4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-12T17:39:56Z",
    "title_canon_sha256": "e465d6203557af2580c234961856932e5f2a9dfa8d6934de738bd3c92fe9bcbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07787",
    "kind": "arxiv",
    "version": 1
  }
}