Pith Number

pith:7EP7XGF6

pith:2023:7EP7XGF65GGPIDRTLBO3X6ACR4

not attested not anchored not stored refs pending

The Costly Dilemma: Generalization, Evaluation and Cost-Optimal Deployment of Large Language Models

Aakash Kumar Nain, Abi Aryan, Andrew McMahon, Harpreet Singh Sahota, Lucas Augusto Meyer

arxiv:2308.08061 v1 · 2023-08-15 · cs.CL · cs.LG · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7EP7XGF65GGPIDRTLBO3X6ACR4}

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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

2 papers in Pith

Rethinking Code Review in the Age of AI: A Vision for Agentic Code Review

Receipt and verification

First computed	2026-07-05T06:41:53.794780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f91ffb98bee98cf40e33585dbbf8028f1580961df1cd6522c93cc4fda0599ddc

Aliases

arxiv: 2308.08061 · arxiv_version: 2308.08061v1 · doi: 10.48550/arxiv.2308.08061 · pith_short_12: 7EP7XGF65GGP · pith_short_16: 7EP7XGF65GGPIDRT · pith_short_8: 7EP7XGF6

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/7EP7XGF65GGPIDRTLBO3X6ACR4 \
  | 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: f91ffb98bee98cf40e33585dbbf8028f1580961df1cd6522c93cc4fda0599ddc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ba96db5b0b27324ae83cc6e71945736e7433db739d3607777e5708283e426d0",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-15T22:26:58Z",
    "title_canon_sha256": "79e04ba2894ccfe9c8df8c3f153c5230e5e4c7a5199e9d775a6ff1f0dea54fb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.08061",
    "kind": "arxiv",
    "version": 1
  }
}