Pith Number

pith:65GIMR6Q

pith:2025:65GIMR6QMGS5RGMLSYGK6NJQ37

not attested not anchored not stored refs pending

Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding

Dong Li, Edith C.H. Ngai, Emad Barsoum, Haiduo Huang, Jinze Li, Xuanwu Yin, Yixing Xu

arxiv:2503.10135 v2 · 2025-03-13 · cs.CL · cs.AI · 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{65GIMR6QMGS5RGMLSYGK6NJQ37}

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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

3 papers in Pith

P-MTP: Efficient Document Parsing via Multi-Token Prediction with Progressive Depth Scaling

LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match

Receipt and verification

First computed	2026-07-05T11:29:08.290373Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f74c8647d061a5d8998b960caf3530dfcfc7a06c09807678d97e7108041427f0

Aliases

arxiv: 2503.10135 · arxiv_version: 2503.10135v2 · doi: 10.48550/arxiv.2503.10135 · pith_short_12: 65GIMR6QMGS5 · pith_short_16: 65GIMR6QMGS5RGML · pith_short_8: 65GIMR6Q

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/65GIMR6QMGS5RGMLSYGK6NJQ37 \
  | 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: f74c8647d061a5d8998b960caf3530dfcfc7a06c09807678d97e7108041427f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e32b675b562dec35c44fc8067757a8d1c172d46e85cf18c4043e1386d1883ba",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-13T07:55:38Z",
    "title_canon_sha256": "e73ca03da27bf9ff31b77571972e9f21fdc8f8059a4101ae4cc9f8d844d73f04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10135",
    "kind": "arxiv",
    "version": 2
  }
}