Pith Number

pith:2XLH6DKM

pith:2024:2XLH6DKMQDHJKJN7YLDBKEDFLH

not attested not anchored not stored refs pending

Why Has Predicting Downstream Capabilities of Frontier AI Models with Scale Remained Elusive?

Adam Ibrahim, Brando Miranda, Gabriel Mukobi, Hailey Schoelkopf, Herbie Bradley, Rylan Schaeffer, Sanmi Koyejo, Stella Biderman, Varun Madan

arxiv:2406.04391 v2 · 2024-06-06 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2XLH6DKMQDHJKJN7YLDBKEDFLH}

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

3 papers in Pith

Will Scaling Improve Social Simulation with LLMs?

Item Response Scaling Laws: A Measurement Theory Approach for Efficient and Generalizable Neural Scaling Estimation

LLMs on the Line: Data Determines Loss-to-Loss Scaling Laws

Receipt and verification

First computed	2026-07-05T10:10:23.806146Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5d67f0d4c80ce9525bfc2c615106559cbe364b4688f8588d72e7407339a5fdb

Aliases

arxiv: 2406.04391 · arxiv_version: 2406.04391v2 · doi: 10.48550/arxiv.2406.04391 · pith_short_12: 2XLH6DKMQDHJ · pith_short_16: 2XLH6DKMQDHJKJN7 · pith_short_8: 2XLH6DKM

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/2XLH6DKMQDHJKJN7YLDBKEDFLH \
  | 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: d5d67f0d4c80ce9525bfc2c615106559cbe364b4688f8588d72e7407339a5fdb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78cc358d4dbecf93fee907d2cfb4844377eb76669b2c06a59cda3c097fab79ef",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-06T17:46:56Z",
    "title_canon_sha256": "a35c89bee64e0a5b65f073928db1cedcff3460ef1d73be9127623a2f4a50cb2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.04391",
    "kind": "arxiv",
    "version": 2
  }
}