Pith Number

pith:RJVQASIT

pith:2025:RJVQASITP4JFGMXOT6H7O3MK3V

not attested not anchored not stored refs pending

Learning to Reason via Mixture-of-Thought for Logical Reasoning

Heng Huang, Lichang Chen, R. Thomas McCoy, Simeng Han, Tong Zheng

arxiv:2505.15817 v2 · 2025-05-21 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RJVQASITP4JFGMXOT6H7O3MK3V}

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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

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

Large Lemma Miners: Can LLMs do Induction Proofs for Hardware?

VeriTrans: Fine-Tuned LLM-Assisted NL-to-PL Translation via a Deterministic Neuro-Symbolic Pipeline

Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data

Receipt and verification

First computed	2026-07-05T11:18:43.021147Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a6b0049137f125332ee9f8ff76d8add4fe4041509c42404c2a052b60229c540

Aliases

arxiv: 2505.15817 · arxiv_version: 2505.15817v2 · doi: 10.48550/arxiv.2505.15817 · pith_short_12: RJVQASITP4JF · pith_short_16: RJVQASITP4JFGMXO · pith_short_8: RJVQASIT

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/RJVQASITP4JFGMXOT6H7O3MK3V \
  | 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: 8a6b0049137f125332ee9f8ff76d8add4fe4041509c42404c2a052b60229c540

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54b27b797dc0a9502371b6f4573036c4ca146a7238edb32c6abcf2ad3cdb2ec4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-21T17:59:54Z",
    "title_canon_sha256": "b3251e4864c8ec24836737e26160cbe6b256fa51a33a87afdd4089fe4a0bc82e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15817",
    "kind": "arxiv",
    "version": 2
  }
}