Pith Number

pith:6DIN4UJK

pith:2025:6DIN4UJKWTGBETNDOFDMBCXCV5

not attested not anchored not stored refs pending

Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Beidi Chen, Hongyi Liu, Tianqi Chen, Xinyu Yang, Yuwei An

arxiv:2506.09991 v2 · 2025-06-11 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6DIN4UJKWTGBETNDOFDMBCXCV5}

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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

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

OpenDeepThink: Parallel Reasoning via Bradley-Terry Aggregation

Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning

OpenDeepThink: Parallel Reasoning via Bradley-Terry Aggregation

Regulating Branch Parallelism in LLM Serving

Receipt and verification

First computed	2026-07-05T11:20:56.682530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0d0de512ab4cc124da37146c08ae2af5cc75c2fd4d923b0789f2303bb9c510b

Aliases

arxiv: 2506.09991 · arxiv_version: 2506.09991v2 · doi: 10.48550/arxiv.2506.09991 · pith_short_12: 6DIN4UJKWTGB · pith_short_16: 6DIN4UJKWTGBETND · pith_short_8: 6DIN4UJK

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/6DIN4UJKWTGBETNDOFDMBCXCV5 \
  | 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: f0d0de512ab4cc124da37146c08ae2af5cc75c2fd4d923b0789f2303bb9c510b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c8c0f92d8ceff11d82f5397ef36d952dbd410878cc72a1576efeaa769d9f2dd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-11T17:59:23Z",
    "title_canon_sha256": "d762fec25be2041c2cd1f3a6192a6db5ecf3da5b45152e8aa0fd2759c7f1fc3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09991",
    "kind": "arxiv",
    "version": 2
  }
}