Pith Number

pith:ETOL6PWB

pith:2025:ETOL6PWBPMYF25QP4IK7BDGLH5

not attested not anchored not stored refs pending

R-Search: Empowering LLM Reasoning with Search via Multi-Reward Reinforcement Learning

Daren Zha, Dingling Xu, Limin Liu, Qingfei Zhao, Ruobing Wang

arxiv:2506.04185 v1 · 2025-06-04 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ETOL6PWBPMYF25QP4IK7BDGLH5}

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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

8 papers in Pith

ARCO: Adaptive Rubrics with Co-Evolution for Multi-Step LLM-Based Agents

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning

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

Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning

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

Receipt and verification

First computed	2026-07-05T11:15:58.564096Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24dcbf3ec17b305d760fe215f08ccb3f571ff59eb7ec63e3cfcb3f94dbfe9374

Aliases

arxiv: 2506.04185 · arxiv_version: 2506.04185v1 · doi: 10.48550/arxiv.2506.04185 · pith_short_12: ETOL6PWBPMYF · pith_short_16: ETOL6PWBPMYF25QP · pith_short_8: ETOL6PWB

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/ETOL6PWBPMYF25QP4IK7BDGLH5 \
  | 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: 24dcbf3ec17b305d760fe215f08ccb3f571ff59eb7ec63e3cfcb3f94dbfe9374

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "264f7b115a358f53f7507348959998a77310c4b6ff588c7eddd4ae008ff2882d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-04T17:29:22Z",
    "title_canon_sha256": "bd3bec7636cf126b563a6226e2ec4fd55c345ac07d8e65f4e6c49c6a9c4a8eeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.04185",
    "kind": "arxiv",
    "version": 1
  }
}