Pith Number

pith:WGRQNNNT

pith:2024:WGRQNNNT2BBUILTH3JH5FD2B4I

not attested not anchored not stored refs pending

A Post-Training Enhanced Optimization Approach for Small Language Models

Keke Zhai

arxiv:2411.02939 v1 · 2024-11-05 · cs.CL · cs.AI · 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{WGRQNNNT2BBUILTH3JH5FD2B4I}

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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

1 paper in Pith

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning

Receipt and verification

First computed	2026-07-05T09:53:07.154737Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1a306b5b3d043442e67da4fd28f41e23722c05ceb77b132f98b4a9ff02536c2

Aliases

arxiv: 2411.02939 · arxiv_version: 2411.02939v1 · doi: 10.48550/arxiv.2411.02939 · pith_short_12: WGRQNNNT2BBU · pith_short_16: WGRQNNNT2BBUILTH · pith_short_8: WGRQNNNT

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/WGRQNNNT2BBUILTH3JH5FD2B4I \
  | 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: b1a306b5b3d043442e67da4fd28f41e23722c05ceb77b132f98b4a9ff02536c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "635d4598942d73f0acbf335bff4c2fdbe2cc1fa93935e112dea370db3aa586d3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-05T09:32:26Z",
    "title_canon_sha256": "96ea5c938a582bfa9b65ef037d058627b2d9c6e052f2743f59e5bfb59664b419"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02939",
    "kind": "arxiv",
    "version": 1
  }
}