Pith Number

pith:6PEQMMMA

pith:2025:6PEQMMMAY4GWNZ6OXPMLUVCQ5E

not attested not anchored not stored refs pending

AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning

Angsheng Li, Li Du, Tengfei Pan, Xiaoyan Yu, Yifan Wei, Yixuan Weng

arxiv:2507.21836 v1 · 2025-07-29 · 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{6PEQMMMAY4GWNZ6OXPMLUVCQ5E}

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

8 papers in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Learning When Not to Act: Mitigating Tool Abuse in Agentic Reinforcement Learning

SkillMaster: Toward Autonomous Skill Mastery in LLM Agents

TIDE-Bench: Task-Aware and Diagnostic Evaluation of Tool-Integrated Reasoning

Receipt and verification

First computed	2026-07-05T11:45:08.517704Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3c9063180c70d66e7cebbd8ba5450e922dd89088178962e650dfd19685ebb2a

Aliases

arxiv: 2507.21836 · arxiv_version: 2507.21836v1 · doi: 10.48550/arxiv.2507.21836 · pith_short_12: 6PEQMMMAY4GW · pith_short_16: 6PEQMMMAY4GWNZ6O · pith_short_8: 6PEQMMMA

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/6PEQMMMAY4GWNZ6OXPMLUVCQ5E \
  | 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: f3c9063180c70d66e7cebbd8ba5450e922dd89088178962e650dfd19685ebb2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b5e8ab4f88d22682c5f46e32877f8a87bdb3d3f368017a3d287147e5adb522b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-29T14:12:28Z",
    "title_canon_sha256": "cd02833a735f762644cca4fdcba008d2fba0dc30684f667e15ce913847c0518b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21836",
    "kind": "arxiv",
    "version": 1
  }
}