Pith Number

pith:VQEM72DG

pith:2024:VQEM72DG7Y23B3QOXFOIEJ7DOH

not attested not anchored not stored refs pending

Enhancing the Reasoning Capabilities of Small Language Models via Solution Guidance Fine-Tuning

Jing Bi, Weiwei Xing, Yuting Wu, Zhenjie Wei

arxiv:2412.09906 v1 · 2024-12-13 · cs.CL

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\usepackage{pith}
\pithnumber{VQEM72DG7Y23B3QOXFOIEJ7DOH}

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Record completeness

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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

SLM Finetuning for Natural Language to Domain Specific Code Generation in Production

Receipt and verification

First computed	2026-07-05T09:48:43.569724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac08cfe866fe35b0ee0eb95c8227e371cae6e238fcb5fe02db5ac738a84b44d9

Aliases

arxiv: 2412.09906 · arxiv_version: 2412.09906v1 · doi: 10.48550/arxiv.2412.09906 · pith_short_12: VQEM72DG7Y23 · pith_short_16: VQEM72DG7Y23B3QO · pith_short_8: VQEM72DG

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/VQEM72DG7Y23B3QOXFOIEJ7DOH \
  | 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: ac08cfe866fe35b0ee0eb95c8227e371cae6e238fcb5fe02db5ac738a84b44d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bfaa7ab5d36e0014ed22b2f8cd504674beba5b0624d44c4d277f8770741c9ca2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-13T06:45:26Z",
    "title_canon_sha256": "eb41623c6db48f8ae9086c9ec23b43fa2d7ae911ca185b82a2a1aadf08c127b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09906",
    "kind": "arxiv",
    "version": 1
  }
}