Pith Number

pith:2AEWBDFU

pith:2024:2AEWBDFU2LVF6J3LVJNYBXCZWE

not attested not anchored not stored refs pending

GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements

Alex Havrilla, Christoforus Nalmpantis, Eric Hambro, Jane Dwivedi-Yu, Maksym Zhuravinskyi, Roberta Raileanu, Sharath Raparthy

arxiv:2402.10963 v2 · 2024-02-13 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2AEWBDFU2LVF6J3LVJNYBXCZWE}

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

2 papers in Pith

CATPO: Critique-Augmented Tree Policy Optimization

Training Language Models to Self-Correct via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:36:22.566442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d009608cb4d2ea5f276baa5b80dc59b1373aa1122ef479626cc49d48b43e1bc3

Aliases

arxiv: 2402.10963 · arxiv_version: 2402.10963v2 · doi: 10.48550/arxiv.2402.10963 · pith_short_12: 2AEWBDFU2LVF · pith_short_16: 2AEWBDFU2LVF6J3L · pith_short_8: 2AEWBDFU

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/2AEWBDFU2LVF6J3LVJNYBXCZWE \
  | 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: d009608cb4d2ea5f276baa5b80dc59b1373aa1122ef479626cc49d48b43e1bc3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2aa83c4541f62db60117e7af9740b61893ba886495e252189cf312708c9cfd20",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-13T20:16:29Z",
    "title_canon_sha256": "76f0c35d87bf136ce4df450f223ae1d5bc4528f9c91cdacf5c08e8e89a9f600c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10963",
    "kind": "arxiv",
    "version": 2
  }
}