Pith Number

pith:Y3ML34OS

pith:2024:Y3ML34OSVLSW5DQ4QJ7E53CBO4

not attested not anchored not stored refs pending

Direct Preference Knowledge Distillation for Large Language Models

Dequan Wang, Furu Wei, Li Dong, Yixing Li, Yu Cheng, Yuxian Gu

arxiv:2406.19774 v2 · 2024-06-28 · cs.CL

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\usepackage{pith}
\pithnumber{Y3ML34OSVLSW5DQ4QJ7E53CBO4}

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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

4 papers in Pith

ARKD: Adaptive Reinforcement Learning-Guided Bidirectional KL Divergence Distillation for Text Generation

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

Understanding Knowledge Distillation in Post-Training: When It Helps and When It Fails

ExecTune: Effective Steering of Black-Box LLMs with Guide Models

Receipt and verification

First computed	2026-07-05T10:45:09.620626Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6d8bdf1d2aae56e8e1c827e4eec4177186707b7a96f6d1dcf081f6b390f043b

Aliases

arxiv: 2406.19774 · arxiv_version: 2406.19774v2 · doi: 10.48550/arxiv.2406.19774 · pith_short_12: Y3ML34OSVLSW · pith_short_16: Y3ML34OSVLSW5DQ4 · pith_short_8: Y3ML34OS

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/Y3ML34OSVLSW5DQ4QJ7E53CBO4 \
  | 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: c6d8bdf1d2aae56e8e1c827e4eec4177186707b7a96f6d1dcf081f6b390f043b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1ad1b0ca854fdd66f5bebc4502c6b184fc1adb670c1ffb9d255f8d4cd10b054",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-28T09:23:40Z",
    "title_canon_sha256": "67a0320d34d5d9b0af771c81792ba8005e028e8b1943837fba8a68d2f56accb3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.19774",
    "kind": "arxiv",
    "version": 2
  }
}