Pith Number

pith:MBJWQ5CZ

pith:2025:MBJWQ5CZWGLECBAPOJB7Z5HNM7

not attested not anchored not stored refs pending

Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?

Chi Jin, Mengzhou Xia, Wenzhe Li, Yong Lin

arxiv:2502.00674 v1 · 2025-02-02 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{MBJWQ5CZWGLECBAPOJB7Z5HNM7}

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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

17 papers in Pith

Agon: Competitive Cross-Model RL with Implicit Rival Grading of Reasoning

ReM-MoA: Reasoning Memory Sustains Mixture-of-Agents Scaling

When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models

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

Quantum-Inspired Trace-Augmented Evidence Selection for Reasoning over Structured Hypothesis Spaces

Receipt and verification

First computed	2026-07-05T10:08:36.975945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6053687459b19641040f7243fcf4ed67eced8c45c5be4943a3591f82786d00ed

Aliases

arxiv: 2502.00674 · arxiv_version: 2502.00674v1 · doi: 10.48550/arxiv.2502.00674 · pith_short_12: MBJWQ5CZWGLE · pith_short_16: MBJWQ5CZWGLECBAP · pith_short_8: MBJWQ5CZ

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/MBJWQ5CZWGLECBAPOJB7Z5HNM7 \
  | 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: 6053687459b19641040f7243fcf4ed67eced8c45c5be4943a3591f82786d00ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9bcf79ae48662db5d9f7b7e8b80881d91f1a9d8dd101987635676224b8a49e73",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-02T05:23:29Z",
    "title_canon_sha256": "be5567980b4ea5eeb31a3ca39c06aafbe071f5afb45ff95850831dd222071432"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00674",
    "kind": "arxiv",
    "version": 1
  }
}