Pith Number

pith:JA66AEK5

pith:2025:JA66AEK5HNLOIVXEGY5RL3YXHY

not attested not anchored not stored refs pending

One Tool Is Enough: Reinforcement Learning for Repository-Level LLM Agents

Deguo Xia, Jiahui Liang, Jiyan He, Jizhou Huang, Kun Liang, Weikang Li, Yanzhi Zhang, Yiming Xu, Yitong Duan, Yunfang Wu, Zhaoxi Zhang, Zhixiang Wang

arxiv:2512.20957 v6 · 2025-12-24 · cs.SE · 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{JA66AEK5HNLOIVXEGY5RL3YXHY}

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

2 papers in Pith

LARGER: Lexically Anchored Repository Graph Exploration and Retrieval

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning

Receipt and verification

First computed	2026-05-27T01:04:54.127698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

483de0115d3b56e456e4363b15ef173e1d1ece4615466636a1b77e4e485668ea

Aliases

arxiv: 2512.20957 · arxiv_version: 2512.20957v6 · doi: 10.48550/arxiv.2512.20957 · pith_short_12: JA66AEK5HNLO · pith_short_16: JA66AEK5HNLOIVXE · pith_short_8: JA66AEK5

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/JA66AEK5HNLOIVXEGY5RL3YXHY \
  | 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: 483de0115d3b56e456e4363b15ef173e1d1ece4615466636a1b77e4e485668ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "905d56be7bad724a7c052bdcdeb882fec9b73f2c06b18b91859f596636ebb2ce",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-12-24T05:27:53Z",
    "title_canon_sha256": "4aacbf35f9cc4ebcdef44294164e5429dca8fc8ecc22ac2235b52599b9eb314e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.20957",
    "kind": "arxiv",
    "version": 6
  }
}