Pith Number

pith:4PX7HNEC

pith:2025:4PX7HNECFUZR42EV6XT7VVNC73

not attested not anchored not stored refs pending

Efficient Speculative Decoding for Llama at Scale: Challenges and Solutions

Adolfo Victoria, Aya Ibrahim, Bangsheng Tang, Bram Wasti, Carl Chengyan Fu, Changkyu Kim, Daniel Haziza, Emily Guo, Fei Kou, Fei Sun, Giancarlo Delfin, Grigory Sizov, Haoci Zhang, Jaewon Lee, Jason Park, Jeremy Reizenstein, Jialin Ouyang, Jianyu Huang, Jiawen Liu, Jie You, Lu Fang, Qirui Yang, Quinn Zhu, Ria Verma, Sachin Mehta, Shengyong Cai, Vlad Mihailescu, Wei Wei, Xiaodong Wang, Xingwen Guo, Xingyu Liu, Yan Cui, Yanjun Zhou, Ye Hu, Yejin Lee, Yunlu Li, Zhiwei Zhao, Zixi Qi

arxiv:2508.08192 v1 · 2025-08-11 · 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{4PX7HNECFUZR42EV6XT7VVNC73}

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

2 papers in Pith

Test-Time Speculation

Receipt and verification

First computed	2026-07-05T11:52:09.661060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3eff3b4822d331e6895f5e7fad5a2fee6732bf682130f9788d7996d2a5c09c7

Aliases

arxiv: 2508.08192 · arxiv_version: 2508.08192v1 · doi: 10.48550/arxiv.2508.08192 · pith_short_12: 4PX7HNECFUZR · pith_short_16: 4PX7HNECFUZR42EV · pith_short_8: 4PX7HNEC

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/4PX7HNECFUZR42EV6XT7VVNC73 \
  | 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: e3eff3b4822d331e6895f5e7fad5a2fee6732bf682130f9788d7996d2a5c09c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5eb03132a9e98f0aa381e19cf7a843146223c4a4212b8aef428165e97110e7a8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-11T17:11:26Z",
    "title_canon_sha256": "62a25f22164ff93cfc5149b1bf77445691a59e5ce44657201919a81d9d1147af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.08192",
    "kind": "arxiv",
    "version": 1
  }
}