Pith Number

pith:AAZCQV6I

pith:2024:AAZCQV6IJRFCSIPAGOM4EMM72X

not attested not anchored not stored refs pending

Scaling Laws for Discriminative Classification in Large Language Models

Dean Wyatte, Fatemeh Tahmasbi, Ming Li, Thomas Markovich

arxiv:2405.15765 v1 · 2024-05-24 · 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{AAZCQV6IJRFCSIPAGOM4EMM72X}

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

1 paper in Pith

Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features

Receipt and verification

First computed	2026-07-05T08:22:53.879830Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00322857c84c4a2921e03399c2319fd5cccad42b84b156101fb13df11b8f4083

Aliases

arxiv: 2405.15765 · arxiv_version: 2405.15765v1 · doi: 10.48550/arxiv.2405.15765 · pith_short_12: AAZCQV6IJRFC · pith_short_16: AAZCQV6IJRFCSIPA · pith_short_8: AAZCQV6I

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/AAZCQV6IJRFCSIPAGOM4EMM72X \
  | 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: 00322857c84c4a2921e03399c2319fd5cccad42b84b156101fb13df11b8f4083

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15beefc9c42c019dcd8fc99b3e09b29fbaeb65c8150b2a537989eb35833614f3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-24T17:58:38Z",
    "title_canon_sha256": "940331ad95b0cae5d7c9419322ec11b28923401687c705e8e9a2865fd102198e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15765",
    "kind": "arxiv",
    "version": 1
  }
}