Pith Number

pith:2OGR34YY

pith:2025:2OGR34YYKZRTOBYWGB7XF4F2NS

not attested not anchored not stored refs pending

Advantage-Guided Distillation for Preference Alignment in Small Language Models

Fanqi Wan, Jiajian Guo, Qifan Wang, Shiping Gao, Xiaojun Quan

arxiv:2502.17927 v2 · 2025-02-25 · 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{2OGR34YYKZRTOBYWGB7XF4F2NS}

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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

Enhancing Reasoning Capabilities in SLMs with Reward Guided Dataset Distillation

Receipt and verification

First computed	2026-07-05T10:24:31.883525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d38d1df3185663370716307f72f0ba6cb53582b8371b2cfdb0e2ccb6ca0d79f6

Aliases

arxiv: 2502.17927 · arxiv_version: 2502.17927v2 · doi: 10.48550/arxiv.2502.17927 · pith_short_12: 2OGR34YYKZRT · pith_short_16: 2OGR34YYKZRTOBYW · pith_short_8: 2OGR34YY

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/2OGR34YYKZRTOBYWGB7XF4F2NS \
  | 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: d38d1df3185663370716307f72f0ba6cb53582b8371b2cfdb0e2ccb6ca0d79f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2049ca2d814d687904faf12b2086b95800ff5958efb2c957c5db5927d01fc834",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-25T07:47:22Z",
    "title_canon_sha256": "0450b766f74206029f06dafddeb54ecd7aa2a249b749cd0e6073aba4289e9fdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17927",
    "kind": "arxiv",
    "version": 2
  }
}