Pith Number

pith:PBA2UZ46

pith:2023:PBA2UZ46SVWWIT7N7CJAPQ5FE3

not attested not anchored not stored refs pending

REST: Retrieval-Based Speculative Decoding

Di He, Jason D. Lee, Tianle Cai, Zexuan Zhong, Zhenyu He

arxiv:2311.08252 v2 · 2023-11-14 · cs.CL · cs.AI · cs.IR · 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{PBA2UZ46SVWWIT7N7CJAPQ5FE3}

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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

4 papers in Pith

Speculative Decoding at Temperature Zero: A Scoped Safety-Invariance Screen with a 48,072-Sample Expansion

Retrieval-Augmented Generation for AI-Generated Content: A Survey

A Survey on Efficient Inference for Large Language Models

EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Receipt and verification

First computed	2026-07-05T08:04:15.903179Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7841aa679e956d644fedf89207c3a526d02b501c848cd72af810fc06a942061d

Aliases

arxiv: 2311.08252 · arxiv_version: 2311.08252v2 · doi: 10.48550/arxiv.2311.08252 · pith_short_12: PBA2UZ46SVWW · pith_short_16: PBA2UZ46SVWWIT7N · pith_short_8: PBA2UZ46

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/PBA2UZ46SVWWIT7N7CJAPQ5FE3 \
  | 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: 7841aa679e956d644fedf89207c3a526d02b501c848cd72af810fc06a942061d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb93c8dcdc2b5b871c816a935347d91f592211443177b7a4e435e7ea6a184929",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-14T15:43:47Z",
    "title_canon_sha256": "9fa1343dc3777a01c51b6e3df6f1928268cb95a2eddffe79f34778df054492e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.08252",
    "kind": "arxiv",
    "version": 2
  }
}