Pith Number

pith:6PIX3AKY

pith:2025:6PIX3AKYJELFTZ6LUYFW6OPSUN

not attested not anchored not stored refs pending

Beyond Next Word Prediction: Developing Comprehensive Evaluation Frameworks for measuring LLM performance on real world applications

Archie Chaudhury, Shreya Agrawal, Vishakha Agrawal

arxiv:2503.04828 v1 · 2025-03-05 · 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{6PIX3AKYJELFTZ6LUYFW6OPSUN}

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.

Receipt and verification

First computed	2026-07-05T10:25:49.984360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3d17d8158491659e7cba60b6f39f2a36a6877b4b8c950e3e26f661fef7e9e98

Aliases

arxiv: 2503.04828 · arxiv_version: 2503.04828v1 · doi: 10.48550/arxiv.2503.04828 · pith_short_12: 6PIX3AKYJELF · pith_short_16: 6PIX3AKYJELFTZ6L · pith_short_8: 6PIX3AKY

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/6PIX3AKYJELFTZ6LUYFW6OPSUN \
  | 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: f3d17d8158491659e7cba60b6f39f2a36a6877b4b8c950e3e26f661fef7e9e98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cec6148ad9eaef95d830b1928a6f2a0f155c7f9c0b9fa0815de8576fe2e82746",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-05T06:44:38Z",
    "title_canon_sha256": "2f78ff643a77ab813805b3b7a6468e95c8ad019a75c98b8006817f95bcdfb421"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04828",
    "kind": "arxiv",
    "version": 1
  }
}