Pith Number

pith:PIM3GMLN

pith:2024:PIM3GMLNSZGR4VQVJ5HDBGYDRY

not attested not anchored not stored refs pending

Seal-Tools: Self-Instruct Tool Learning Dataset for Agent Tuning and Detailed Benchmark

Chuanyuan Tan, Han Han, Mengsong Wu, Tong Zhu, Wenliang Chen, Xiang Zhang

arxiv:2405.08355 v1 · 2024-05-14 · cs.CL

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\usepackage{pith}
\pithnumber{PIM3GMLNSZGR4VQVJ5HDBGYDRY}

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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

3 papers in Pith

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

Training LLMs for Multi-Step Tool Orchestration with Constrained Data Synthesis and Graduated Rewards

JTPRO: A Joint Tool-Prompt Reflective Optimization Framework for Language Agents

Receipt and verification

First computed	2026-07-05T08:18:59.392916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a19b3316d964d1e56154f4e309b038e1b7d0eaa58940f3b351499fa46199457

Aliases

arxiv: 2405.08355 · arxiv_version: 2405.08355v1 · doi: 10.48550/arxiv.2405.08355 · pith_short_12: PIM3GMLNSZGR · pith_short_16: PIM3GMLNSZGR4VQV · pith_short_8: PIM3GMLN

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/PIM3GMLNSZGR4VQVJ5HDBGYDRY \
  | 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: 7a19b3316d964d1e56154f4e309b038e1b7d0eaa58940f3b351499fa46199457

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a551f2efcb10ecca46372dea5f4c5cd5cfed98b93cc05f4e89e78250eb3e10f2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-14T06:50:19Z",
    "title_canon_sha256": "686ead68a88cda3ae0a495c92fb73491b7938075938f228e067c9007859cff38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.08355",
    "kind": "arxiv",
    "version": 1
  }
}