Pith. sign in
Pith Number

pith:4NVI6EBP

pith:2025:4NVI6EBPW5T2FQ4YHPQNJGZFXV
not attested not anchored not stored refs pending

TUMS: Enhancing Tool-use Abilities of LLMs with Multi-structure Handlers

Aiyao He, Bo Xu, Shuai Xu, Sijia Cui, Yanna Wang

arxiv:2505.08402 v1 · 2025-05-13 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4NVI6EBPW5T2FQ4YHPQNJGZFXV}

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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.
Receipt and verification
First computed 2026-07-05T11:02:30.000076Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e36a8f102fb767a2c3983be0d49b25bd5688976e283ea79820771cc8c5d64468

Aliases

arxiv: 2505.08402 · arxiv_version: 2505.08402v1 · doi: 10.48550/arxiv.2505.08402 · pith_short_12: 4NVI6EBPW5T2 · pith_short_16: 4NVI6EBPW5T2FQ4Y · pith_short_8: 4NVI6EBP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4NVI6EBPW5T2FQ4YHPQNJGZFXV \
  | 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: e36a8f102fb767a2c3983be0d49b25bd5688976e283ea79820771cc8c5d64468
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "96a59f013a38ccedc81b60337e3ab807f135fc909e070dee2db7ba015a92b8dd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-13T09:57:28Z",
    "title_canon_sha256": "22c6f77fb70a1824b4b20e68fb8c0a21aa1a5cde6f554ec47811b36f80b1010a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08402",
    "kind": "arxiv",
    "version": 1
  }
}