Pith Number

pith:KDQNKFPE

pith:2025:KDQNKFPEKG5T36MCYSPLF4KONQ

not attested not anchored not stored refs pending

OPT-BENCH: Evaluating LLM Agent on Large-Scale Search Spaces Optimization Problems

Haodong Duan, Jixuan Chen, Kai Chen, Qingwen Liu, Shengyuan Ding, Xiaozhe Li, Xinyu Fang

arxiv:2506.10764 v1 · 2025-06-12 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{KDQNKFPEKG5T36MCYSPLF4KONQ}

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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

7 papers in Pith

MiniOpt: Reasoning to Model and Solve General Optimization Problems with Limited Resources

Beyond the Current Observation: Evaluating Multimodal Large Language Models in Controllable Non-Markov Games

Large Language Models for Operations Research: A Comprehensive Survey

What and When to Distill: Selective Hindsight Distillation for Multi-Turn Agents

Receipt and verification

First computed	2026-07-05T11:20:30.180732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50e0d515e451bb3df982c49eb2f14e6c3590916f1e22dd290edda97acc879f6f

Aliases

arxiv: 2506.10764 · arxiv_version: 2506.10764v1 · doi: 10.48550/arxiv.2506.10764 · pith_short_12: KDQNKFPEKG5T · pith_short_16: KDQNKFPEKG5T36MC · pith_short_8: KDQNKFPE

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/KDQNKFPEKG5T36MCYSPLF4KONQ \
  | 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: 50e0d515e451bb3df982c49eb2f14e6c3590916f1e22dd290edda97acc879f6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "945d9f07ef20baa8c10c288997617bc2b862c1e574b0e4e3ca302122133fe6c2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-12T14:46:41Z",
    "title_canon_sha256": "03e46f99fcc901dcf4411b8b4163626fe40e41c48cc15b3a1260c224d8cff6f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.10764",
    "kind": "arxiv",
    "version": 1
  }
}