Pith Number

pith:XXKCHYWZ

pith:2025:XXKCHYWZVMTWAUFLFWDJIUOGY5

not attested not anchored not stored refs pending

Evaluation and Benchmarking of LLM Agents: A Survey

Jane Lo, Mahmoud Mohammadi, Wendy Yip, Yipeng Li

arxiv:2507.21504 v1 · 2025-07-29 · cs.LG · 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{XXKCHYWZVMTWAUFLFWDJIUOGY5}

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

5 papers in Pith

Layer-Isolated Evaluation: Gating the Deterministic Scaffold of a Production LLM Agent with a No-LLM, Regression-Locked Test Harness

Beyond Goodhart's Law: A Dynamic Benchmark for Evaluating Compliance in Multi-Agent Systems

Herding CATs: ALARA for Agent Harness Engineering in Portable Composable Multi-Agent Teams

Taxonomy and Consistency Analysis of Safety Benchmarks for AI Agents

The Scaling Laws of Skills in LLM Agent Systems

Receipt and verification

First computed	2026-07-05T11:45:01.346898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bdd423e2d9ab276050ab2d869451c6c7601f311dafd4cd488e1da2d169e1e2f3

Aliases

arxiv: 2507.21504 · arxiv_version: 2507.21504v1 · doi: 10.48550/arxiv.2507.21504 · pith_short_12: XXKCHYWZVMTW · pith_short_16: XXKCHYWZVMTWAUFL · pith_short_8: XXKCHYWZ

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/XXKCHYWZVMTWAUFLFWDJIUOGY5 \
  | 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: bdd423e2d9ab276050ab2d869451c6c7601f311dafd4cd488e1da2d169e1e2f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "627bae722f25417a48c4592ef04e985c60c3cbbedd85ef82a4d7038623bc0cc4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-29T04:57:02Z",
    "title_canon_sha256": "2d7031efddaae4f8955344570c7adf31dc2a92030ca4846352c79e868af4a6a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21504",
    "kind": "arxiv",
    "version": 1
  }
}