Pith Number

pith:EY3PDNJB

pith:2024:EY3PDNJBD6OKFBPHANUNHTKKHN

not attested not anchored not stored refs pending

TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use

Jianping Fan, Junjie Ye, Peng Wang, Qi Zhang, Sixian Li, Tao Gui, Xuanjing Huang, Yilong Wu, Yuming Yang, Zhengyin Du, Zhiheng Xi, Zhongchao Shi

arxiv:2412.15495 v2 · 2024-12-20 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EY3PDNJBD6OKFBPHANUNHTKKHN}

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

4 papers in Pith

WebMCP Tool Surface Poisoning: Runtime Manipulation Attacks on LLM Agents

MulDimIF: A Multi-Dimensional Constraint Framework for Evaluating and Improving Instruction Following in Large Language Models

Failure Makes the Agent Stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions

When Simulation Lies: A Sim-to-Real Benchmark and Domain-Randomized RL Recipe for Tool-Use Agents

Receipt and verification

First computed	2026-07-05T11:59:09.889968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2636f1b5211f9ca285e70368d3cd4a3b74bdaf56c49274ec4914d04f93acb9c7

Aliases

arxiv: 2412.15495 · arxiv_version: 2412.15495v2 · doi: 10.48550/arxiv.2412.15495 · pith_short_12: EY3PDNJBD6OK · pith_short_16: EY3PDNJBD6OKFBPH · pith_short_8: EY3PDNJB

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/EY3PDNJBD6OKFBPHANUNHTKKHN \
  | 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: 2636f1b5211f9ca285e70368d3cd4a3b74bdaf56c49274ec4914d04f93acb9c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "971fe54385e44cbe81aeea2caf6df58de28b7ccf6740b875146770530c9d7e6f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-20T02:21:36Z",
    "title_canon_sha256": "04e3d7c3759bee2f4e10144c902ffd642a0f8ee41a0622cc896e9d3d7a8aed9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15495",
    "kind": "arxiv",
    "version": 2
  }
}