Pith Number

pith:JQK5FKKV

pith:2025:JQK5FKKVWUSAYQJYIHHMMZAL7V

not attested not anchored not stored refs pending

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

Bo Chen, Congmin Zheng, Jiachen Zhu, Jianghao Lin, Menghui Zhu, Renting Rui, Rong Shan, Ruiming Tang, Weinan Zhang, Weiwen Liu, Yong Yu, Yunjia Xi

arxiv:2506.11102 v1 · 2025-06-06 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{JQK5FKKVWUSAYQJYIHHMMZAL7V}

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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

4 papers in Pith

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents

SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering

Receipt and verification

First computed	2026-07-05T11:20:59.475772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c15d2a955b5240c413841cec6640bfd5fde57b6b27972d2d01e44eb041c42e6

Aliases

arxiv: 2506.11102 · arxiv_version: 2506.11102v1 · doi: 10.48550/arxiv.2506.11102 · pith_short_12: JQK5FKKVWUSA · pith_short_16: JQK5FKKVWUSAYQJY · pith_short_8: JQK5FKKV

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/JQK5FKKVWUSAYQJYIHHMMZAL7V \
  | 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: 4c15d2a955b5240c413841cec6640bfd5fde57b6b27972d2d01e44eb041c42e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "418b96fc7d06a153bdf1ccc6cdd918007299bdbcf8752b39fd51bec47c82dd51",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-06T17:52:18Z",
    "title_canon_sha256": "98e3b0a7e3a7fe0f5d3e00770b7a4c31721100fce1b4df4f7f94195824854ce7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11102",
    "kind": "arxiv",
    "version": 1
  }
}