Pith Number

pith:GRHQVQEA

pith:2023:GRHQVQEAP2W55ZM6SQICSGN3E7

not attested not anchored not stored refs pending

A Comprehensive Evaluation of Parameter-Efficient Fine-Tuning on Software Engineering Tasks

Bin Luo, Chuanyi Li, Jidong Ge, Liguo Huang, Qi Li, Wentao Zou, Xiaoyu Shen

arxiv:2312.15614 v1 · 2023-12-25 · cs.SE · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GRHQVQEAP2W55ZM6SQICSGN3E7}

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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

HuggingGraph: Understanding the Supply Chain of LLM Ecosystem

Receipt and verification

First computed	2026-07-05T07:27:58.694706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

344f0ac0807eaddee59e94102919bb27de5ff935bbaf5d2838ca9ed03fe935de

Aliases

arxiv: 2312.15614 · arxiv_version: 2312.15614v1 · doi: 10.48550/arxiv.2312.15614 · pith_short_12: GRHQVQEAP2W5 · pith_short_16: GRHQVQEAP2W55ZM6 · pith_short_8: GRHQVQEA

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/GRHQVQEAP2W55ZM6SQICSGN3E7 \
  | 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: 344f0ac0807eaddee59e94102919bb27de5ff935bbaf5d2838ca9ed03fe935de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d29d55a16853cf321fa44c6651a62f422770bb8a1dbd846290c77a1ee00ad8c4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-12-25T05:25:39Z",
    "title_canon_sha256": "a8f1f5e8d2fa873622e838d679f874fedc3bf6e3edac24d03607e5d7ab83296d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15614",
    "kind": "arxiv",
    "version": 1
  }
}