Pith Number

pith:76D4Y36T

pith:2025:76D4Y36TSRHSVXGK45AWLZT6RH

not attested not anchored not stored refs pending

SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning

Bo An, Longtao Zheng, Qian Liu, Xiaosen Zheng, Yingru Li, Zejun Ma, Zhenghai Xue

arxiv:2509.02479 v2 · 2025-09-02 · cs.LG

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\usepackage{pith}
\pithnumber{76D4Y36TSRHSVXGK45AWLZT6RH}

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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

27 papers in Pith

When Top-K Misses the Decision: Tool-Call Drift in Multi-Teacher On-Policy Distillation

Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It

Latent Visual States for Efficient Multimodal Reasoning

AIR: Adaptive Interleaved Reasoning with Code in MLLMs

Pushing the Limits of LLM Tool Calling via Experiential Knowledge Integration and Activation

Receipt and verification

First computed	2026-07-05T12:04:19.345232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff87cc6fd3944f2adccae74165e67e89c8d0d17fadcdbdb40fa4b93da5b0b0b1

Aliases

arxiv: 2509.02479 · arxiv_version: 2509.02479v2 · doi: 10.48550/arxiv.2509.02479 · pith_short_12: 76D4Y36TSRHS · pith_short_16: 76D4Y36TSRHSVXGK · pith_short_8: 76D4Y36T

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/76D4Y36TSRHSVXGK45AWLZT6RH \
  | 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: ff87cc6fd3944f2adccae74165e67e89c8d0d17fadcdbdb40fa4b93da5b0b0b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7094a3651824286953d6a8e786ac0de8c290a087ccbc8014449c068abacaac62",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-02T16:30:19Z",
    "title_canon_sha256": "ae078dee364b1fe5910c2b671736a1ee7474488a6f60a470b4b97ef47ebb2eb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.02479",
    "kind": "arxiv",
    "version": 2
  }
}