Pith Number

pith:GI4U7WOG

pith:2023:GI4U7WOGCK23BE3Q5YH2UVIBYG

not attested not anchored not stored refs pending

On Evaluating the Integration of Reasoning and Action in LLM Agents with Database Question Answering

Arman Cohan, Ellen Zhang, Linyong Nan, Weijin Zou, Wenfei Zhou, Yilun Zhao

arxiv:2311.09721 v1 · 2023-11-16 · cs.CL

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\usepackage{pith}
\pithnumber{GI4U7WOGCK23BE3Q5YH2UVIBYG}

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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

ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation

Receipt and verification

First computed	2026-07-05T07:13:32.008281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32394fd9c612b5b09370ee0faa5501c1b2fd89282c87140b93a588e54975bc9a

Aliases

arxiv: 2311.09721 · arxiv_version: 2311.09721v1 · doi: 10.48550/arxiv.2311.09721 · pith_short_12: GI4U7WOGCK23 · pith_short_16: GI4U7WOGCK23BE3Q · pith_short_8: GI4U7WOG

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/GI4U7WOGCK23BE3Q5YH2UVIBYG \
  | 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: 32394fd9c612b5b09370ee0faa5501c1b2fd89282c87140b93a588e54975bc9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6494842a99bfa04a2d5ad570f3e21c862d76109a0c9ee9f5445884137b30eafd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-16T09:55:07Z",
    "title_canon_sha256": "83c025523cc71eb293127526951b21b130dde362ee5432970c1e69c3fbfe0d55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09721",
    "kind": "arxiv",
    "version": 1
  }
}