Pith Number

pith:PIP4IVW4

pith:2025:PIP4IVW4JA4NFZOB5BKQV67HZM

not attested not anchored not stored refs pending

Magnet: Multi-turn Tool-use Data Synthesis and Distillation via Graph Translation

Chen-Yu Lee, Fan Yin, Hamid Palangi, I-Hung Hsu, Jindong Gu, Jun Yan, Kai-Wei Chang, Ke Jiang, Long T. Le, Tomas Pfister, Yanfei Chen, Zifeng Wang

arxiv:2503.07826 v1 · 2025-03-10 · 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{PIP4IVW4JA4NFZOB5BKQV67HZM}

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

3 papers in Pith

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

EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

Receipt and verification

First computed	2026-07-05T10:28:44.627639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a1fc456dc4838d2e5c1e8550afbe7cb2d5069b7e38ea63b18bda3ccfec1137f

Aliases

arxiv: 2503.07826 · arxiv_version: 2503.07826v1 · doi: 10.48550/arxiv.2503.07826 · pith_short_12: PIP4IVW4JA4N · pith_short_16: PIP4IVW4JA4NFZOB · pith_short_8: PIP4IVW4

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/PIP4IVW4JA4NFZOB5BKQV67HZM \
  | 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: 7a1fc456dc4838d2e5c1e8550afbe7cb2d5069b7e38ea63b18bda3ccfec1137f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be751fe0a044fe67f0cbba54a8cf8bd3b0b948f831d192212cb61475525f12e8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-10T20:13:07Z",
    "title_canon_sha256": "54a33bb3742a4f1d74450a774207a769bd6d67f88875800bae6bde6ec121c06e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07826",
    "kind": "arxiv",
    "version": 1
  }
}