Pith Number

pith:ASXEDYXC

pith:2025:ASXEDYXCXQWUYJBHHVUPEH7HAR

not attested not anchored not stored refs pending

Optimizing Temperature for Language Models with Multi-Sample Inference

Sean Welleck, Weihua Du, Yiming Yang

arxiv:2502.05234 v2 · 2025-02-07 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ASXEDYXCXQWUYJBHHVUPEH7HAR}

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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

5 papers in Pith

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SCOPE-RL: Stable and Quantitative Control of Policy Entropy in RL Post-Training

Towards Trust Calibration in Socially Interactive Agents: Investigating Gendered Multimodal Behaviors Generation with LLMs

Temperature-Dependent Performance of Prompting Strategies in Extended Reasoning Large Language Models

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Receipt and verification

First computed	2026-07-05T11:21:41.858703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04ae41e2e2bc2d4c24273d68f21fe704765de2bf73056f4ee0eddfaad0b67d10

Aliases

arxiv: 2502.05234 · arxiv_version: 2502.05234v2 · doi: 10.48550/arxiv.2502.05234 · pith_short_12: ASXEDYXCXQWU · pith_short_16: ASXEDYXCXQWUYJBH · pith_short_8: ASXEDYXC

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/ASXEDYXCXQWUYJBHHVUPEH7HAR \
  | 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: 04ae41e2e2bc2d4c24273d68f21fe704765de2bf73056f4ee0eddfaad0b67d10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7b70fb80d4e8800378021e0426beba0ee2d6f75d052d24d0c9aba8b74d10888",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T19:35:25Z",
    "title_canon_sha256": "ce3b3350e654c6e0dd5386feed45fa02dd82193120f645a569ef5c4829050551"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05234",
    "kind": "arxiv",
    "version": 2
  }
}