Pith Number

pith:2JM7XEXT

pith:2025:2JM7XEXTSMBPT3C6L7LHUGZ4W5

not attested not anchored not stored refs pending

Energy Considerations of Large Language Model Inference and Efficiency Optimizations

Clara Na, Emma Strubell, Jared Fernandez, Sasha Luccioni, Vashisth Tiwari, Yonatan Bisk

arxiv:2504.17674 v1 · 2025-04-24 · 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{2JM7XEXTSMBPT3C6L7LHUGZ4W5}

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

6 papers in Pith

From Perception to Action: Can UI Interventions Foster Sustainable LLM Chatbot

Identifying unique developers in OSS projects: A family of models

SEFORA: Student Essays with Feedback Corpus and LLM Feedback Evaluation Framework

SweetSpot: An Analytical Model for Predicting Energy Efficiency of LLM Inference

Pimp My LLM: Leveraging Variability Modeling to Tune Inference Hyperparameters

Receipt and verification

First computed	2026-07-05T10:53:33.879512Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d259fb92f39302f9ec5e5fd67a1b3cb74dd3ebc54d5993e82fd36c7bc1c1ad9f

Aliases

arxiv: 2504.17674 · arxiv_version: 2504.17674v1 · doi: 10.48550/arxiv.2504.17674 · pith_short_12: 2JM7XEXTSMBP · pith_short_16: 2JM7XEXTSMBPT3C6 · pith_short_8: 2JM7XEXT

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/2JM7XEXTSMBPT3C6L7LHUGZ4W5 \
  | 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: d259fb92f39302f9ec5e5fd67a1b3cb74dd3ebc54d5993e82fd36c7bc1c1ad9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "971e3012831d8bd475725efab00a7c99008097ce983b523b48fb653e89e9b0ca",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-24T15:45:05Z",
    "title_canon_sha256": "31302dd383bf498ec411fbc71dfad40410d527229d6c9a5f5221f8de163d2486"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.17674",
    "kind": "arxiv",
    "version": 1
  }
}