Pith Number

pith:HG6METM5

pith:2023:HG6METM5HDQRYOOGUSYDCHFAF4

not attested not anchored not stored refs pending

Making Language Models Better Tool Learners with Execution Feedback

Chengfei Lv, Honghao Gui, Huajun Chen, Ningyu Zhang, Qianghuai Jia, Shuofei Qiao

arxiv:2305.13068 v3 · 2023-05-22 · cs.CL · cs.AI · cs.HC · cs.IR · 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{HG6METM5HDQRYOOGUSYDCHFAF4}

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

5 papers in Pith

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

NaviAgent: Bilevel Planning on Tool Navigation Graph for Large-Scale Orchestration

Dynamic Tool Dependency Retrieval for Lightweight Function Calling

Prompt Injection Attack to Tool Selection in LLM Agents

API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs

Receipt and verification

First computed	2026-07-05T07:55:57.919388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39bcc24d9d38e11c39c6a4b0311ca02f2ab830e26ab72a4867190144f4110c72

Aliases

arxiv: 2305.13068 · arxiv_version: 2305.13068v3 · doi: 10.48550/arxiv.2305.13068 · pith_short_12: HG6METM5HDQR · pith_short_16: HG6METM5HDQRYOOG · pith_short_8: HG6METM5

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/HG6METM5HDQRYOOGUSYDCHFAF4 \
  | 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: 39bcc24d9d38e11c39c6a4b0311ca02f2ab830e26ab72a4867190144f4110c72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45b9e83ff560e5f682c60133cd2f713bd33c17aed760e7d36c74686a45df71f7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-22T14:37:05Z",
    "title_canon_sha256": "7309c82ddb2136f50aaac9c37ff2724d656e6c13c2e05d316d3f9a0751be50cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13068",
    "kind": "arxiv",
    "version": 3
  }
}