Pith Number

pith:XNHZSR66

pith:2025:XNHZSR66M72PVT44AQYFXWYBZT

not attested not anchored not stored refs pending

An Empirical Study on Reinforcement Learning for Reasoning-Search Interleaved LLM Agents

Bowen Jin, Jiawei Han, Jinsung Yoon, Priyanka Kargupta, Sercan O. Arik

arxiv:2505.15117 v1 · 2025-05-21 · cs.CL · cs.AI · cs.IR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XNHZSR66M72PVT44AQYFXWYBZT}

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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

7 papers in Pith

$S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

DocArena: Turning Raw Documents into Controllable Training Environments for Document Search Agents

Erase to Improve: Erasable Reinforcement Learning for Search-Augmented LLMs

A Survey of Reinforcement Learning for Large Reasoning Models

LatentRAG: Latent Reasoning and Retrieval for Efficient Agentic RAG

Receipt and verification

First computed	2026-07-05T11:06:40.999624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb4f9947de67f4facf9c04305bdb01ccf4e414732a896532ade2664af51244f8

Aliases

arxiv: 2505.15117 · arxiv_version: 2505.15117v1 · doi: 10.48550/arxiv.2505.15117 · pith_short_12: XNHZSR66M72P · pith_short_16: XNHZSR66M72PVT44 · pith_short_8: XNHZSR66

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/XNHZSR66M72PVT44AQYFXWYBZT \
  | 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: bb4f9947de67f4facf9c04305bdb01ccf4e414732a896532ade2664af51244f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f026fc4f469c2c2a45f5004c12d1a552060bb280cba834fdac7d02f7ae6b857",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-21T05:09:43Z",
    "title_canon_sha256": "c39a647646889582232c9825224d1ad2031c6cfa8748fa3a418bc5490b48b247"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15117",
    "kind": "arxiv",
    "version": 1
  }
}