Pith Number

pith:4ZHLW63N

pith:2024:4ZHLW63NKT7E3G2YDS72VIWTJI

not attested not anchored not stored refs pending

Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments

Chaoyun Zhang, Dongmei Zhang, Fangkai Yang, Ling Chen, Qingwei Lin, Qi Zhang, Saravan Rajmohan, Sitao Cheng, Xiang Huang, Xiaoting Qin, Yong Xu, Ziyuan Zhuang

arxiv:2403.08593 v2 · 2024-03-13 · 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{4ZHLW63NKT7E3G2YDS72VIWTJI}

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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.

Cited by

1 paper in Pith

TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data

Receipt and verification

First computed	2026-07-05T08:39:32.007694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e64ebb7b6d54fe4d9b581cbfaaa2d34a3c2082c1e1325674ac6d8776fcbc0fe8

Aliases

arxiv: 2403.08593 · arxiv_version: 2403.08593v2 · doi: 10.48550/arxiv.2403.08593 · pith_short_12: 4ZHLW63NKT7E · pith_short_16: 4ZHLW63NKT7E3G2Y · pith_short_8: 4ZHLW63N

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/4ZHLW63NKT7E3G2YDS72VIWTJI \
  | 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: e64ebb7b6d54fe4d9b581cbfaaa2d34a3c2082c1e1325674ac6d8776fcbc0fe8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00ca71607b745da88271e5af7eed6a5c3cb346702c7b19a7bf47c808bcd22105",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-13T14:59:07Z",
    "title_canon_sha256": "1d5323eb126117ec3c0cdf61a4591824ef359ebe281de3021364be3a2bea94da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08593",
    "kind": "arxiv",
    "version": 2
  }
}