Pith Number

pith:3XZUHWIA

pith:2024:3XZUHWIAXEIKRCRPFYI5A7C4TY

not attested not anchored not stored refs pending

From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions

Changle Qu, Dawei Yin, Hengyi Cai, Ji-Rong Wen, Jun Xu, Shuaiqiang Wang, Sunhao Dai, Xiaochi Wei

arxiv:2410.08197 v2 · 2024-10-10 · 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{3XZUHWIAXEIKRCRPFYI5A7C4TY}

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

2 papers in Pith

Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents

Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration

Receipt and verification

First computed	2026-07-05T10:19:56.125433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ddf343d900b910a88a2f2e11d07c5c9e1f32be8503c4f13acf8abcc095d2c88c

Aliases

arxiv: 2410.08197 · arxiv_version: 2410.08197v2 · doi: 10.48550/arxiv.2410.08197 · pith_short_12: 3XZUHWIAXEIK · pith_short_16: 3XZUHWIAXEIKRCRP · pith_short_8: 3XZUHWIA

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/3XZUHWIAXEIKRCRPFYI5A7C4TY \
  | 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: ddf343d900b910a88a2f2e11d07c5c9e1f32be8503c4f13acf8abcc095d2c88c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23f79312849d7cf0b6ad0f1bc4d6db50e86ba80ffe6c64f28f8bf1ac3ad4f25a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-10T17:58:44Z",
    "title_canon_sha256": "402b07ebfe4afa022fd43bce8892807b7737029555e8975413b45ca214ce9c7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08197",
    "kind": "arxiv",
    "version": 2
  }
}