Pith Number

pith:LNTGKHUI

pith:2025:LNTGKHUI5V3BIOUUGRCI7L3VTD

not attested not anchored not stored refs pending

SLOT: Sample-specific Language Model Optimization at Test-time

Guojun Qi, Huatian Zhang, Xiao Wang, Xingyu Zhang, Xueji Fang, Yang Hu, Zhiyang Chen

arxiv:2505.12392 v2 · 2025-05-18 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{LNTGKHUI5V3BIOUUGRCI7L3VTD}

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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

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

SOLAR: A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation

Rethinking Entropy Minimization in Test-Time Adaptation for Autoregressive Models

From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning

Receipt and verification

First computed	2026-07-05T11:09:13.818822Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b66651e88ed76143a9434448faf7598d8f37ee3e8087ae35ee5f75cc112c3f7

Aliases

arxiv: 2505.12392 · arxiv_version: 2505.12392v2 · doi: 10.48550/arxiv.2505.12392 · pith_short_12: LNTGKHUI5V3B · pith_short_16: LNTGKHUI5V3BIOUU · pith_short_8: LNTGKHUI

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/LNTGKHUI5V3BIOUUGRCI7L3VTD \
  | 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: 5b66651e88ed76143a9434448faf7598d8f37ee3e8087ae35ee5f75cc112c3f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b71c37420fe08f47a399f14a2be847d51751b49901054bec6ab18d7eb81594d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-18T12:37:56Z",
    "title_canon_sha256": "63da6c3d0d696fb05cf8d2d7fabdd2247da128a6a69e86c7aeebd53bbffd86f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12392",
    "kind": "arxiv",
    "version": 2
  }
}