Pith Number

pith:KMLEVUUG

pith:2025:KMLEVUUGVVSNN4Z6WFBDJ7LFDH

not attested not anchored not stored refs pending

Retrieval Models Aren't Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models

Dawei Yin, Lingyong Yan, Pengjie Ren, Shuaiqiang Wang, Yuhan Wang, Zhaochun Ren, Zhengliang Shi

arxiv:2503.01763 v2 · 2025-03-03 · cs.CL · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KMLEVUUGVVSNN4Z6WFBDJ7LFDH}

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

6 papers in Pith

Contract2Tool: Learning Preconditions and Effects for Reliable Tool-Augmented LLM Agents

SkillDAG: Self-Evolving Typed Skill Graphs for LLM Skill Selection at Scale

FitText: Evolving Agent Tool Ecologies via Memetic Retrieval

SkillRet: A Large-Scale Benchmark for Skill Retrieval in LLM Agents

Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility, Cost, and Bottlenecks in Multi-Agent Workflows

Receipt and verification

First computed	2026-07-05T11:09:45.766865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53164ad286ad64d6f33eb14234fd6519c104d0fe42e60e4fecd1dd4b9807afc9

Aliases

arxiv: 2503.01763 · arxiv_version: 2503.01763v2 · doi: 10.48550/arxiv.2503.01763 · pith_short_12: KMLEVUUGVVSN · pith_short_16: KMLEVUUGVVSNN4Z6 · pith_short_8: KMLEVUUG

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/KMLEVUUGVVSNN4Z6WFBDJ7LFDH \
  | 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: 53164ad286ad64d6f33eb14234fd6519c104d0fe42e60e4fecd1dd4b9807afc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "720fbfedf6b0c89ff295e8949ab3efa55f1b1541b386a30a5845d9e81f2456b1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-03T17:37:16Z",
    "title_canon_sha256": "e787c5daecac2c69c51923a34f7d6ffd67b914d6da7188b4088e9b819585fd51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01763",
    "kind": "arxiv",
    "version": 2
  }
}