Pith Number

pith:LTHO77LB

pith:2024:LTHO77LBLQRZOYSUQW5ILPKYHI

not attested not anchored not stored refs pending

Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and Distillation

Hieu Tran, Long Phan, Phuc Phan

arxiv:2402.14874 v2 · 2024-02-21 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{LTHO77LBLQRZOYSUQW5ILPKYHI}

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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

LightReasoner: Can Small Language Models Teach Large Language Models Reasoning?

Receipt and verification

First computed	2026-07-05T08:58:22.030677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cceeffd615c2397625485ba85bd583a1edb57c16bfe86e35f1178b7bb81bfc8

Aliases

arxiv: 2402.14874 · arxiv_version: 2402.14874v2 · doi: 10.48550/arxiv.2402.14874 · pith_short_12: LTHO77LBLQRZ · pith_short_16: LTHO77LBLQRZOYSU · pith_short_8: LTHO77LB

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/LTHO77LBLQRZOYSUQW5ILPKYHI \
  | 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: 5cceeffd615c2397625485ba85bd583a1edb57c16bfe86e35f1178b7bb81bfc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "177157859e425f53338be1b50e2dc142b15aa33a310501ab00824b3c05a98645",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-21T17:20:38Z",
    "title_canon_sha256": "df4163ae07c3b5dae43b5aad7cb58e05208ba3f70cdec5c96496d4e3cefcba72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14874",
    "kind": "arxiv",
    "version": 2
  }
}