Pith Number

pith:VKRR4VBT

pith:2023:VKRR4VBT7VITRDOCXJIAF4A7WP

not attested not anchored not stored refs pending

Personalised Distillation: Empowering Open-Sourced LLMs with Adaptive Learning for Code Generation

Amrita Saha, Hailin Chen, Shafiq Joty, Steven Hoi

arxiv:2310.18628 v2 · 2023-10-28 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VKRR4VBT7VITRDOCXJIAF4A7WP}

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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

Error-driven Data-efficient Large Multimodal Model Tuning

Receipt and verification

First computed	2026-07-05T07:37:52.821841Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaa31e5433fd51388dc2ba5002f01fb3fb28f627dfd0a56cdffea88178fbbbc9

Aliases

arxiv: 2310.18628 · arxiv_version: 2310.18628v2 · doi: 10.48550/arxiv.2310.18628 · pith_short_12: VKRR4VBT7VIT · pith_short_16: VKRR4VBT7VITRDOC · pith_short_8: VKRR4VBT

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/VKRR4VBT7VITRDOCXJIAF4A7WP \
  | 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: aaa31e5433fd51388dc2ba5002f01fb3fb28f627dfd0a56cdffea88178fbbbc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7bf707781b97b9480de8c1cc9b132440d07b962b551274b4f2192f4b7735db1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-28T07:54:39Z",
    "title_canon_sha256": "6a3df43238ec165fc20c9680fe87d0aafe17e06d8dcd1d3fe268b6d3301bfafa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18628",
    "kind": "arxiv",
    "version": 2
  }
}