Pith Number

pith:5LW2AVIB

pith:2024:5LW2AVIBKJSV7FZDL5OHTMYKB3

not attested not anchored not stored refs pending

Fast and Slow Generating: An Empirical Study on Large and Small Language Models Collaborative Decoding

Biqing Qi, Bowen Zhou, Ermo Hua, Jianyu Wang, Kaiyan Zhang, Ning Ding, Xingtai Lv

arxiv:2406.12295 v2 · 2024-06-18 · 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{5LW2AVIBKJSV7FZDL5OHTMYKB3}

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

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges

Receipt and verification

First computed	2026-07-05T09:24:36.182763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eaeda0550152655f97235f5c79b30a0edd0f767d52239eebba5ce1c21684effa

Aliases

arxiv: 2406.12295 · arxiv_version: 2406.12295v2 · doi: 10.48550/arxiv.2406.12295 · pith_short_12: 5LW2AVIBKJSV · pith_short_16: 5LW2AVIBKJSV7FZD · pith_short_8: 5LW2AVIB

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/5LW2AVIBKJSV7FZDL5OHTMYKB3 \
  | 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: eaeda0550152655f97235f5c79b30a0edd0f767d52239eebba5ce1c21684effa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4295601e170fe2f201e7637290aabb1b8ba6262b709d9456ec6e19289b685bc6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-18T05:59:28Z",
    "title_canon_sha256": "a44ba2b9a289b2f088a5fb4b316764133e4d557a9a2d46aee843e4f8166f90ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12295",
    "kind": "arxiv",
    "version": 2
  }
}