Pith Number

pith:DB76LDOT

pith:2024:DB76LDOTJ4V6V3UEKHMFOTQAXH

not attested not anchored not stored refs pending

Beyond Answers: Transferring Reasoning Capabilities to Smaller LLMs Using Multi-Teacher Knowledge Distillation

Nitesh V. Chawla, Wei Wang, Xiusi Chen, Yijun Tian, Yikun Han

arxiv:2402.04616 v3 · 2024-02-07 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{DB76LDOTJ4V6V3UEKHMFOTQAXH}

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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

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces

Response-Based Knowledge Distillation for Multilingual Jailbreak Prevention Unwittingly Compromises Safety

MedThink: Enhancing Diagnostic Accuracy in Small Models via Teacher-Guided Reasoning Correction

Receipt and verification

First computed	2026-07-05T09:39:21.089766Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

187fe58dd34f2beaee8451d8574e00b9c584442ee76c75d1fd86300a6a53b79a

Aliases

arxiv: 2402.04616 · arxiv_version: 2402.04616v3 · doi: 10.48550/arxiv.2402.04616 · pith_short_12: DB76LDOTJ4V6 · pith_short_16: DB76LDOTJ4V6V3UE · pith_short_8: DB76LDOT

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/DB76LDOTJ4V6V3UEKHMFOTQAXH \
  | 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: 187fe58dd34f2beaee8451d8574e00b9c584442ee76c75d1fd86300a6a53b79a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6f9ce987c3f213149edfa3bd204ff81201e158233ec03c72c3f5b055a29be08",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-07T06:48:24Z",
    "title_canon_sha256": "da863daf51005876fd57f0aa4a8c264b2e896a8a5dbb1da8ad28d282629f9cbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04616",
    "kind": "arxiv",
    "version": 3
  }
}