Pith Number

pith:GAMNNMLS

pith:2024:GAMNNMLSP4GOA4HF3FKOUMAPX2

not attested not anchored not stored refs pending

Towards Fast Multilingual LLM Inference: Speculative Decoding and Specialized Drafters

Du-Seong Chang, Euiin Yi, Hongseok Jeung, Se-Young Yun, Taehyeon Kim

arxiv:2406.16758 v2 · 2024-06-24 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GAMNNMLSP4GOA4HF3FKOUMAPX2}

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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

Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding

Receipt and verification

First computed	2026-07-05T09:33:34.019404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3018d6b1727f0ce070e5d954ea300fbea325bf89e930ad4b324753bdb9bef2c8

Aliases

arxiv: 2406.16758 · arxiv_version: 2406.16758v2 · doi: 10.48550/arxiv.2406.16758 · pith_short_12: GAMNNMLSP4GO · pith_short_16: GAMNNMLSP4GOA4HF · pith_short_8: GAMNNMLS

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/GAMNNMLSP4GOA4HF3FKOUMAPX2 \
  | 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: 3018d6b1727f0ce070e5d954ea300fbea325bf89e930ad4b324753bdb9bef2c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f9e09be9cfc36b0bfc5be7ac9ee288afd0c0c2e91b88933e32140e3f55aaa47",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-24T16:06:50Z",
    "title_canon_sha256": "13812881621f9a3a0e53041e4245d20df40b373c7a1924fe457ff8d8ad87f8a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.16758",
    "kind": "arxiv",
    "version": 2
  }
}