Pith Number

pith:LLAVIIL3

pith:2025:LLAVIIL3XP4PDQA7KK7EP4CYRX

not attested not anchored not stored refs pending

Line Goes Up? Inherent Limitations of Benchmarks for Evaluating Large Language Models

James Fodor

arxiv:2502.14318 v1 · 2025-02-20 · cs.CL · cs.AI · 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{LLAVIIL3XP4PDQA7KK7EP4CYRX}

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

4 papers in Pith

Model-Native Computing Architecture: Envisioning Future System Architecture Through the Lens of Computer Architecture

Latent Performance Profiling of Large Language Models

Unsteady Metrics and Benchmarking Cultures of AI Model Builders

Decomposing and Steering Functional Metacognition in Large Language Models

Receipt and verification

First computed	2026-07-05T10:17:24.302106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ac154217bbbf8f1c01f52be47f0588dd51139bcc85c68d87fb16361c08b9ccf

Aliases

arxiv: 2502.14318 · arxiv_version: 2502.14318v1 · doi: 10.48550/arxiv.2502.14318 · pith_short_12: LLAVIIL3XP4P · pith_short_16: LLAVIIL3XP4PDQA7 · pith_short_8: LLAVIIL3

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/LLAVIIL3XP4PDQA7KK7EP4CYRX \
  | 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: 5ac154217bbbf8f1c01f52be47f0588dd51139bcc85c68d87fb16361c08b9ccf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "137790d71442ca9692f606205488652b089351427756396bde285fc76303f185",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-20T07:13:29Z",
    "title_canon_sha256": "fdc1708e6db09d40bf10e8c3751088b182bd1bdc41de5b84b03fe710b61a2510"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14318",
    "kind": "arxiv",
    "version": 1
  }
}