Pith Number

pith:TPQ2RXGL

pith:2025:TPQ2RXGLTLEI363GWY43M6P3IT

not attested not anchored not stored refs pending

Mixture of Reasonings: Teach Large Language Models to Reason with Adaptive Strategies

Shengyu Zhang, Tao Xiong, Wenyan Fan, Xavier Hu

arxiv:2507.00606 v2 · 2025-07-01 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TPQ2RXGLTLEI363GWY43M6P3IT}

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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

1 paper in Pith

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey

Receipt and verification

First computed	2026-07-05T11:31:08.901046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9be1a8dccb9ac88dfb66b639b679fb44dc3d4060d575a51f7a5609d72b16ec48

Aliases

arxiv: 2507.00606 · arxiv_version: 2507.00606v2 · doi: 10.48550/arxiv.2507.00606 · pith_short_12: TPQ2RXGLTLEI · pith_short_16: TPQ2RXGLTLEI363G · pith_short_8: TPQ2RXGL

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/TPQ2RXGLTLEI363GWY43M6P3IT \
  | 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: 9be1a8dccb9ac88dfb66b639b679fb44dc3d4060d575a51f7a5609d72b16ec48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "589cbdf8ca0cc1be61c468be5efa2814c928eb4b4942952322329831160da833",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-01T09:39:04Z",
    "title_canon_sha256": "00d914540fde6ce4b34e15e6a43ab69238ce51d2e23f73aeb2efd917cff65847"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00606",
    "kind": "arxiv",
    "version": 2
  }
}