Pith Number

pith:W3PHMNVX

pith:2025:W3PHMNVXZQN3VUKWSQOSCIGBTP

not attested not anchored not stored refs pending

Adaptive Tool Use in Large Language Models with Meta-Cognition Trigger

Cong Zhang, Dexun Li, Hao Zhang, Kuicai Dong, Ruiming Tang, Weiwen Liu, Wenjun Li, Yasheng Wang, Yong Liu

arxiv:2502.12961 v2 · 2025-02-18 · 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{W3PHMNVXZQN3VUKWSQOSCIGBTP}

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

1 paper in Pith

Agents Require Metacognitive and Strategic Reasoning to Succeed in the Coming Labor Markets

Receipt and verification

First computed	2026-07-05T11:56:52.979068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6de7636b7cc1bbad156941d2120c19bd018be2b8e2fde35861091a028567a66

Aliases

arxiv: 2502.12961 · arxiv_version: 2502.12961v2 · doi: 10.48550/arxiv.2502.12961 · pith_short_12: W3PHMNVXZQN3 · pith_short_16: W3PHMNVXZQN3VUKW · pith_short_8: W3PHMNVX

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/W3PHMNVXZQN3VUKWSQOSCIGBTP \
  | 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: b6de7636b7cc1bbad156941d2120c19bd018be2b8e2fde35861091a028567a66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97c3826c6101842ba52d16012074df667c9d3bb3f178ee7b1b1572f93dd18567",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-18T15:45:01Z",
    "title_canon_sha256": "6681da49ee6225bc05429e53012e90e6fc3f9bb29fa9b4e6d981d7f6b72850cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12961",
    "kind": "arxiv",
    "version": 2
  }
}