Pith Number

pith:6SFVOQTD

pith:2024:6SFVOQTDJLW5KU43WIKUDWSGO2

not attested not anchored not stored refs pending

Make Some Noise: Unlocking Language Model Parallel Inference Capability through Noisy Training

Dongliang Xu, Fuxuan Wei, Qingfu Zhu, Qing Yang, Wanxiang Che, Xianzhen Luo, Xuanyu Zhang, Yijun Liu, Yixuan Wang

arxiv:2406.17404 v2 · 2024-06-25 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6SFVOQTDJLW5KU43WIKUDWSGO2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding

Receipt and verification

First computed	2026-07-05T09:16:18.866710Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f48b5742634aedd5539bb21541da4676ae1ba1f827f6e286bd25beaf7f595039

Aliases

arxiv: 2406.17404 · arxiv_version: 2406.17404v2 · doi: 10.48550/arxiv.2406.17404 · pith_short_12: 6SFVOQTDJLW5 · pith_short_16: 6SFVOQTDJLW5KU43 · pith_short_8: 6SFVOQTD

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/6SFVOQTDJLW5KU43WIKUDWSGO2 \
  | 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: f48b5742634aedd5539bb21541da4676ae1ba1f827f6e286bd25beaf7f595039

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a32d3f35e9c6189319bcca00c36a893f960a6426afc20a464085d8ae66386a03",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-25T09:25:39Z",
    "title_canon_sha256": "48fecb6f43b8560be9f431cf2078724d4aa3f81999dc0fa97e5517311d7a96bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17404",
    "kind": "arxiv",
    "version": 2
  }
}