Pith Number

pith:A67KMUY5

pith:2025:A67KMUY5PYDJGUIKI3EDESC6C5

not attested not anchored not stored refs pending

Prismatic Synthesis: Gradient-based Data Diversification Boosts Generalization in LLM Reasoning

Bryan Catanzaro, David Acuna, Jaehun Jung, Mohammad Shoeybi, Mostafa Patwary, Seungju Han, Shrimai Prabhumoye, Skyler Hallinan, Ximing Lu, Yejin Choi

arxiv:2505.20161 v1 · 2025-05-26 · 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{A67KMUY5PYDJGUIKI3EDESC6C5}

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

5 papers in Pith

Neuron-Aware Active Few-Shot Learning for LLMs

Which Models Are Our Models Built On? Auditing Invisible Dependencies in Modern LLMs

How Much Is a Dataset Worth? Scaling Laws, the Vendi Score, and Matrix Spectral Functions

Cram Less to Fit More: Training Data Pruning Improves Memorization of Facts

MARS$^2$: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation

Receipt and verification

First computed	2026-07-05T11:09:53.551231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07bea6531d7e0693510a46c832485e1773aed0f9df63e00248a07af2c07741bb

Aliases

arxiv: 2505.20161 · arxiv_version: 2505.20161v1 · doi: 10.48550/arxiv.2505.20161 · pith_short_12: A67KMUY5PYDJ · pith_short_16: A67KMUY5PYDJGUIK · pith_short_8: A67KMUY5

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/A67KMUY5PYDJGUIKI3EDESC6C5 \
  | 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: 07bea6531d7e0693510a46c832485e1773aed0f9df63e00248a07af2c07741bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d629756878a422d0cc689d1186cd990e0b08ae32e475fc4a9c3ec5969a03a6f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-26T16:05:10Z",
    "title_canon_sha256": "8f4fd79196329fded6f75be299f48a44a741718c90a6e4154e8e9e8e193c1c6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20161",
    "kind": "arxiv",
    "version": 1
  }
}