Pith Number

pith:JROKZP6P

pith:2024:JROKZP6PUEWH2QCKINQ6AEMN6G

not attested not anchored not stored refs pending

Establishing Task Scaling Laws via Compute-Efficient Model Ladders

Akshita Bhagia, Alexander Wettig, Ananya Harsh Jha, David Heineman, Dirk Groeneveld, Hannaneh Hajishirzi, Jesse Dodge, Jiacheng Liu, Luca Soldaini, Noah A. Smith, Oyvind Tafjord, Pang Wei Koh

arxiv:2412.04403 v2 · 2024-12-05 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JROKZP6PUEWH2QCKINQ6AEMN6G}

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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

4 papers in Pith

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

Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization

Scaling Properties of Continuous Diffusion Spoken Language Models

The Recurrent Transformer: Greater Effective Depth and Efficient Decoding

Receipt and verification

First computed	2026-07-05T11:57:33.195617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c5cacbfcfa12c7d404a4361e0118df184127be606ad4d67cefabfbe3c98b698

Aliases

arxiv: 2412.04403 · arxiv_version: 2412.04403v2 · doi: 10.48550/arxiv.2412.04403 · pith_short_12: JROKZP6PUEWH · pith_short_16: JROKZP6PUEWH2QCK · pith_short_8: JROKZP6P

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/JROKZP6PUEWH2QCKINQ6AEMN6G \
  | 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: 4c5cacbfcfa12c7d404a4361e0118df184127be606ad4d67cefabfbe3c98b698

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e887e7bfa1bd12665cb56f1ea408d38262b988eebd2d6c5395cc2a7ce0a6716c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-05T18:21:49Z",
    "title_canon_sha256": "546887215a99731a8cafe0f505a10307f5fc118e155d2e1ae8c590f0a468125d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04403",
    "kind": "arxiv",
    "version": 2
  }
}