Pith Number

pith:WPJ7TQJM

pith:2024:WPJ7TQJMWYPIYU4QBWTKVLIOIT

not attested not anchored not stored refs pending

S2D: Sorted Speculative Decoding For More Efficient Deployment of Nested Large Language Models

Ali Ghodsi, Boxing Chen, Haoli Bai, Mehdi Rezagholizadeh, Mohammadreza Pourreza, Mojtaba Valipour, Parsa Kavehzadeh, Tinashu Zhu

arxiv:2407.01955 v1 · 2024-07-02 · 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{WPJ7TQJMWYPIYU4QBWTKVLIOIT}

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

Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data?

Receipt and verification

First computed	2026-07-05T08:39:07.776421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3d3f9c12cb61e8c53900da6aaad0e44e9dda4b4160387e3caf7c786e0169ee7

Aliases

arxiv: 2407.01955 · arxiv_version: 2407.01955v1 · doi: 10.48550/arxiv.2407.01955 · pith_short_12: WPJ7TQJMWYPI · pith_short_16: WPJ7TQJMWYPIYU4Q · pith_short_8: WPJ7TQJM

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/WPJ7TQJMWYPIYU4QBWTKVLIOIT \
  | 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: b3d3f9c12cb61e8c53900da6aaad0e44e9dda4b4160387e3caf7c786e0169ee7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b905cd935ac36d751010151bb255b5bc9312476469f06b39359b5b1e7df9b0c0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-02T05:14:15Z",
    "title_canon_sha256": "7a5f3c8bd9d7997a88ad3200dff08f325ac5d648a13b0586e8cbfd3a01e60648"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01955",
    "kind": "arxiv",
    "version": 1
  }
}