Pith Number

pith:GZ3OEI4J

pith:2023:GZ3OEI4JYPZPS66UULEGJKFYJU

not attested not anchored not stored refs pending

Dissecting the Runtime Performance of the Training, Fine-tuning, and Inference of Large Language Models

Longteng Zhang, Peijie Dong, Qiong Luo, Ruibo Fan, Rui Guo, Shaohuai Shi, Xiang Liu, Xiaowen Chu, Xinglin Pan, Xin Wang, Zeyu Li

arxiv:2311.03687 v2 · 2023-11-07 · cs.PF · cs.CL · 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{GZ3OEI4JYPZPS66UULEGJKFYJU}

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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

5 papers in Pith

The Efficiency Frontier: A Unified Framework for Cost-Performance Optimization in LLM Context Management

MeMo: Memory as a Model

Position: LLM Inference Should Be Evaluated as Energy-to-Token Production

Receipt and verification

First computed	2026-07-05T07:19:02.130456Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3676e22389c3f2f97bd4a2c864a8b84d06ce871c4d4de2448d2816ffe519e193

Aliases

arxiv: 2311.03687 · arxiv_version: 2311.03687v2 · doi: 10.48550/arxiv.2311.03687 · pith_short_12: GZ3OEI4JYPZP · pith_short_16: GZ3OEI4JYPZPS66U · pith_short_8: GZ3OEI4J

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/GZ3OEI4JYPZPS66UULEGJKFYJU \
  | 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: 3676e22389c3f2f97bd4a2c864a8b84d06ce871c4d4de2448d2816ffe519e193

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddc40e16b3c2f3da1b04306b742fea08cf85ab2b72ad60f917b7f51554d64a98",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PF",
    "submitted_at": "2023-11-07T03:25:56Z",
    "title_canon_sha256": "b12e0b5f7fdcfd660538b789e01c5020528a990f4eeb178b15306eb92ef44d49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.03687",
    "kind": "arxiv",
    "version": 2
  }
}