Pith Number

pith:SYODJXAC

pith:2023:SYODJXACIFMIBZ67H3A5K2W5B7

not attested not anchored not stored refs pending

Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models

David Lo, Houari Sahraoui, Kisub Kim, Martin Weyssow, Xin Zhou

arxiv:2308.10462 v3 · 2023-08-21 · cs.SE · 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{SYODJXACIFMIBZ67H3A5K2W5B7}

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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

EXPEREPAIR: Dual-Memory Enhanced LLM-based Repository-Level Program Repair

Receipt and verification

First computed	2026-07-05T09:54:23.541723Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

961c34dc02415880e7df3ec1d56add0fe023b03ea6f96b2d8db40a3139c250e7

Aliases

arxiv: 2308.10462 · arxiv_version: 2308.10462v3 · doi: 10.48550/arxiv.2308.10462 · pith_short_12: SYODJXACIFMI · pith_short_16: SYODJXACIFMIBZ67 · pith_short_8: SYODJXAC

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/SYODJXACIFMIBZ67H3A5K2W5B7 \
  | 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: 961c34dc02415880e7df3ec1d56add0fe023b03ea6f96b2d8db40a3139c250e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f19a91522dbfee65eb4a2672602eac9997d1b02c06d71c06b709df82273ed0fb",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-08-21T04:31:06Z",
    "title_canon_sha256": "29625c1f3c5566900a5bcd8cf7e4290335fc41e0912886748103e57a4f8380d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.10462",
    "kind": "arxiv",
    "version": 3
  }
}