Pith Number

pith:FRM66FPS

pith:2024:FRM66FPS27DSFTQLM47QHZSHMO

not attested not anchored not stored refs pending

Improving Mathematical Reasoning Capabilities of Small Language Models via Feedback-Driven Distillation

Can Ma, Jian Li, Weiping Wang, Xunyu Zhu

arxiv:2411.14698 v1 · 2024-11-22 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{FRM66FPS27DSFTQLM47QHZSHMO}

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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

3 papers in Pith

Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost

Receipt and verification

First computed	2026-07-05T09:38:55.737676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c59ef15f2d7c722ce0b673f03e647638e30f17461423513fb2aba46adef90b1

Aliases

arxiv: 2411.14698 · arxiv_version: 2411.14698v1 · doi: 10.48550/arxiv.2411.14698 · pith_short_12: FRM66FPS27DS · pith_short_16: FRM66FPS27DSFTQL · pith_short_8: FRM66FPS

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/FRM66FPS27DSFTQLM47QHZSHMO \
  | 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: 2c59ef15f2d7c722ce0b673f03e647638e30f17461423513fb2aba46adef90b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7671d51d5bacf27d5bd9dea4299be24bcdcf6fbeb9b743797a3f84d056edcd40",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-22T03:12:39Z",
    "title_canon_sha256": "275ce26e871451fa9df5eec455785b0c1996520db7eb6c7d68e76ef59bb4f6f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14698",
    "kind": "arxiv",
    "version": 1
  }
}