Pith Number

pith:3JXEDU3L

pith:2024:3JXEDU3LLM5DROMO5RCETUT7LO

not attested not anchored not stored refs pending

Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning

Edward Choi, Sungjin Park, Xiao Liu, Yeyun Gong

arxiv:2412.15797 v1 · 2024-12-20 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3JXEDU3LLM5DROMO5RCETUT7LO}

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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

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble

Less Diverse, Less Safe: The Indirect But Pervasive Risk of Test-Time Scaling in Large Language Models

Scoring, Reasoning, and Selecting the Best! Ensembling Large Language Models via a Peer-Review Process

Receipt and verification

First computed	2026-07-05T09:52:30.151534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da6e41d36b5b3a38b98eec4449d27f5ba96bc65a56d917365bae6cdb4ee6a71c

Aliases

arxiv: 2412.15797 · arxiv_version: 2412.15797v1 · doi: 10.48550/arxiv.2412.15797 · pith_short_12: 3JXEDU3LLM5D · pith_short_16: 3JXEDU3LLM5DROMO · pith_short_8: 3JXEDU3L

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/3JXEDU3LLM5DROMO5RCETUT7LO \
  | 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: da6e41d36b5b3a38b98eec4449d27f5ba96bc65a56d917365bae6cdb4ee6a71c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aab63d94b08772689abedf55e3adc2260115ab3c001056f2db46a2670107f095",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-20T11:14:29Z",
    "title_canon_sha256": "81537d0927aed9709b90cb1389e66134aafe69e7c2d3e06d30692fb4e056721c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15797",
    "kind": "arxiv",
    "version": 1
  }
}