Pith Number

pith:QWUJIRD2

pith:2025:QWUJIRD23WRVONMTSGXMTICH2O

not attested not anchored not stored refs pending

A Simple "Try Again" Can Elicit Multi-Turn LLM Reasoning

Avirup Sil, Chenwei Xu, Han Liu, Licheng Liu, Linjie Li, Manling Li, Yiping Lu, Zihan Wang

arxiv:2507.14295 v2 · 2025-07-18 · cs.LG · 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{QWUJIRD23WRVONMTSGXMTICH2O}

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

DRIFT: Decoupled Rollouts and Importance-Weighted Fine-Tuning for Efficient Multi-Turn Optimization

Receipt and verification

First computed	2026-07-05T11:57:38.047577Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85a894447adda357359391aec9a047d3889aa9eac6beb89a48d41fb4e392a3fa

Aliases

arxiv: 2507.14295 · arxiv_version: 2507.14295v2 · doi: 10.48550/arxiv.2507.14295 · pith_short_12: QWUJIRD23WRV · pith_short_16: QWUJIRD23WRVONMT · pith_short_8: QWUJIRD2

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/QWUJIRD23WRVONMTSGXMTICH2O \
  | 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: 85a894447adda357359391aec9a047d3889aa9eac6beb89a48d41fb4e392a3fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4b4740921abf455aeda7194deb2c6e3ea5c50ce98b9437a822f101ce94995d0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-18T18:07:38Z",
    "title_canon_sha256": "48980a58a4e7d53b08bea136bfefe49c8b8630cfa54cbeb8521609689e9aeb11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14295",
    "kind": "arxiv",
    "version": 2
  }
}