Pith Number

pith:O7IERCFD

pith:2025:O7IERCFDAKGLSMQOMTT63Z5OLP

not attested not anchored not stored refs pending

Enhancing LLMs' Reasoning-Intensive Multimedia Search Capabilities through Fine-Tuning and Reinforcement Learning

Hongguang Li, Jinzheng Li, Sibo Ju, Yanzhou Su, Yiqing Shen

arxiv:2505.18831 v1 · 2025-05-24 · 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{O7IERCFDAKGLSMQOMTT63Z5OLP}

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

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

Receipt and verification

First computed	2026-07-05T11:09:20.249529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77d04888a3028cb9320e64e7ede7ae5bf5bcb5d7f719f982583b64e6339d34a7

Aliases

arxiv: 2505.18831 · arxiv_version: 2505.18831v1 · doi: 10.48550/arxiv.2505.18831 · pith_short_12: O7IERCFDAKGL · pith_short_16: O7IERCFDAKGLSMQO · pith_short_8: O7IERCFD

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/O7IERCFDAKGLSMQOMTT63Z5OLP \
  | 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: 77d04888a3028cb9320e64e7ede7ae5bf5bcb5d7f719f982583b64e6339d34a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1aace188c99a3bdae78e8c8d4b14d2dd3e80716df6057b857f50f23d5b68db39",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-05-24T19:00:36Z",
    "title_canon_sha256": "f2d37bd5e73fb4214eee025668a20f816547ce9faddfc861c217ed9212d69417"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18831",
    "kind": "arxiv",
    "version": 1
  }
}