Pith Number

pith:BQND6NDD

pith:2024:BQND6NDDR4MBD6M6VZRKULHREI

not attested not anchored not stored refs pending

Automated test generation to evaluate tool-augmented LLMs as conversational AI agents

David Aparicio, Mariana Almeida, Samuel Arcadinho

arxiv:2409.15934 v2 · 2024-09-24 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BQND6NDDR4MBD6M6VZRKULHREI}

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

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T09:18:30.215415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c1a3f34638f1811f99eae62aa2cf122199e6313d0f0cd489d97006091b399d6

Aliases

arxiv: 2409.15934 · arxiv_version: 2409.15934v2 · doi: 10.48550/arxiv.2409.15934 · pith_short_12: BQND6NDDR4MB · pith_short_16: BQND6NDDR4MBD6M6 · pith_short_8: BQND6NDD

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/BQND6NDDR4MBD6M6VZRKULHREI \
  | 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: 0c1a3f34638f1811f99eae62aa2cf122199e6313d0f0cd489d97006091b399d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "107db695b677e2f35b3b2b34b3776ed4a4e87d33e35d2107ab51e1cc998ba46c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-24T09:57:43Z",
    "title_canon_sha256": "775c3e9a3e969d79aa00a7733ff74288e677cf0a56d4b5eee1ea6ac82804acce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15934",
    "kind": "arxiv",
    "version": 2
  }
}