Pith Number

pith:ZG6TP4Y2

pith:2025:ZG6TP4Y2EC3JBFS5XX4RQVJMQS

not attested not anchored not stored refs pending

Reinforcement Fine-Tuning for Reasoning towards Multi-Step Multi-Source Search in Large Language Models

Wentao Shi, Yiqing Shen

arxiv:2506.08352 v1 · 2025-06-10 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZG6TP4Y2EC3JBFS5XX4RQVJMQS}

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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

Evaluating the Effectiveness of Large Language Models in Solving Simple Programming Tasks: A User-Centered Study

Receipt and verification

First computed	2026-07-05T11:18:48.421793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9bd37f31a20b690965dbdf918552c8492eeaabd6622baaa07f7a0e770fa0862

Aliases

arxiv: 2506.08352 · arxiv_version: 2506.08352v1 · doi: 10.48550/arxiv.2506.08352 · pith_short_12: ZG6TP4Y2EC3J · pith_short_16: ZG6TP4Y2EC3JBFS5 · pith_short_8: ZG6TP4Y2

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/ZG6TP4Y2EC3JBFS5XX4RQVJMQS \
  | 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: c9bd37f31a20b690965dbdf918552c8492eeaabd6622baaa07f7a0e770fa0862

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c02c430b7428c41812354f7e67a94eb47b529927a7dc5ec927e33cd3c29f7bc9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-06-10T02:09:57Z",
    "title_canon_sha256": "9301e4817970f2a49f049c7d6cd422bb8bf91b5ccc726d5288e0077a392b4d52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08352",
    "kind": "arxiv",
    "version": 1
  }
}