Pith Number

pith:L6GEWZBZ

pith:2025:L6GEWZBZRBZ6TIPSAQFXKWBOBK

not attested not anchored not stored refs pending

Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning

Andrew Tao, Bryan Catanzaro, Guilin Liu, Jan Kautz, Jieyu Zhang, Qingyun Wu, Shaokun Zhang, Yi Dong, Zhiding Yu

arxiv:2505.00024 v2 · 2025-04-25 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{L6GEWZBZRBZ6TIPSAQFXKWBOBK}

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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

19 papers in Pith

R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling

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

Capability-Aligned Hierarchical Learning for Tool-Augmented LLMs

Synthesize and Reward -- Reinforcement Learning for Multi-Step Tool Use in Live Environments

On Effectiveness and Efficiency of Agentic Tool-calling and RL Training

Receipt and verification

First computed	2026-07-05T11:01:35.822448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f8c4b64398873e9a1f2040b75582e0a9e6175edcb01be1c2c91109891e92204

Aliases

arxiv: 2505.00024 · arxiv_version: 2505.00024v2 · doi: 10.48550/arxiv.2505.00024 · pith_short_12: L6GEWZBZRBZ6 · pith_short_16: L6GEWZBZRBZ6TIPS · pith_short_8: L6GEWZBZ

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/L6GEWZBZRBZ6TIPSAQFXKWBOBK \
  | 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: 5f8c4b64398873e9a1f2040b75582e0a9e6175edcb01be1c2c91109891e92204

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01d5605f7ab5f98054f9e3c7fd230cde8b36ae5c4aa37b93c60008e6f13edd87",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-25T02:55:21Z",
    "title_canon_sha256": "a44ae69794124753b53f962cf7a3a63aa8f53f2b93f71f623cc087b820f42025"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00024",
    "kind": "arxiv",
    "version": 2
  }
}