Pith Number

pith:PLD2WB2X

pith:2025:PLD2WB2XOV3YJ7SOWGQEYS6OJS

not attested not anchored not stored refs pending

APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay

Akshara Prabhakar, Caiming Xiong, Haolin Chen, Huan Wang, Jianguo Zhang, Juan Carlos Niebles, Ming Zhu, Shelby Heinecke, Shiyu Wang, Silvio Savarese, Thai Hoang, Tulika Awalgaonkar, Weiran Yao, Zhiwei Liu, Zuxin Liu

arxiv:2504.03601 v4 · 2025-04-04 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PLD2WB2XOV3YJ7SOWGQEYS6OJS}

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

21 papers in Pith

SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents

ISE: An Execution-Grounded Recipe for Multi-Turn OS-Agent Trajectories

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

Scaling Agentic Capabilities via Grounded Interaction Synthesis

Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents

Receipt and verification

First computed	2026-07-05T11:39:52.215518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ac7ab0757757784fe4eb1a04c4bce4c9feab39ea7ccb1d22245e9b2adf2a13c

Aliases

arxiv: 2504.03601 · arxiv_version: 2504.03601v4 · doi: 10.48550/arxiv.2504.03601 · pith_short_12: PLD2WB2XOV3Y · pith_short_16: PLD2WB2XOV3YJ7SO · pith_short_8: PLD2WB2X

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/PLD2WB2XOV3YJ7SOWGQEYS6OJS \
  | 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: 7ac7ab0757757784fe4eb1a04c4bce4c9feab39ea7ccb1d22245e9b2adf2a13c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d2291f2196e497ad462d65c742e714d237d0f5b9d4a28c6ab68bd8ef9c1c5b7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-04T17:13:57Z",
    "title_canon_sha256": "bb2948dd846b51689eaf16d47c18bb755a7d1e8d4f7694a817ff49944630a218"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.03601",
    "kind": "arxiv",
    "version": 4
  }
}