Pith Number

pith:AUZ2KXEG

pith:2024:AUZ2KXEGQ3FFCUNGONF2K3MBBM

not attested not anchored not stored refs pending

SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs

Sultan Alrashed

arxiv:2412.08347 v1 · 2024-12-11 · 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{AUZ2KXEGQ3FFCUNGONF2K3MBBM}

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

Reinforcement Learning from Human Feedback

Receipt and verification

First computed	2026-07-05T09:47:48.508370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0533a55c8686ca5151a6734ba56d810b2eeb6add69cb357379b26a53780161e5

Aliases

arxiv: 2412.08347 · arxiv_version: 2412.08347v1 · doi: 10.48550/arxiv.2412.08347 · pith_short_12: AUZ2KXEGQ3FF · pith_short_16: AUZ2KXEGQ3FFCUNG · pith_short_8: AUZ2KXEG

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/AUZ2KXEGQ3FFCUNGONF2K3MBBM \
  | 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: 0533a55c8686ca5151a6734ba56d810b2eeb6add69cb357379b26a53780161e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae66babe75a7f36fe26a06b25e569789c245426c6aced5ff563877cfd7a91bf2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-11T12:41:36Z",
    "title_canon_sha256": "2a4eff7892fd81983f732ee978394e6f2775bdd4f0a5802ac013190a0dfbcb1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08347",
    "kind": "arxiv",
    "version": 1
  }
}