Pith Number

pith:PDT6RFZR

pith:2020:PDT6RFZRA7J3VJKJP4FUZ3WENZ

not attested not anchored not stored refs pending

Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping

Ali Farhadi, Gabriel Ilharco, Hannaneh Hajishirzi, Jesse Dodge, Noah Smith, Roy Schwartz

arxiv:2002.06305 v1 · 2020-02-15 · 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{PDT6RFZRA7J3VJKJP4FUZ3WENZ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

30 papers in Pith

GRAIN: Group Aggregation via Min-Norm Objective

Sub-Billion, Super-Frontier: Small Language Models Rival Zero-Shot Frontier LLMs on General and Literary Relation Extraction

Repository-Level Solidity Code Generation with Large Language Models: From Prompting to Fine-Tuning

The FID Lottery: Quantifying Hidden Randomness in Generative-Model Evaluation

MiqraBERT: Regression-Based Sentence-BERT Finetuning for Biblical Hebrew Parallel Detection

Receipt and verification

First computed	2026-07-05T00:42:00.524184Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78e7e8973107d3baa5497f0b4ceec46e75697f798951c82e9dca44f8bfebe8de

Aliases

arxiv: 2002.06305 · arxiv_version: 2002.06305v1 · doi: 10.48550/arxiv.2002.06305 · pith_short_12: PDT6RFZRA7J3 · pith_short_16: PDT6RFZRA7J3VJKJ · pith_short_8: PDT6RFZR

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/PDT6RFZRA7J3VJKJP4FUZ3WENZ \
  | 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: 78e7e8973107d3baa5497f0b4ceec46e75697f798951c82e9dca44f8bfebe8de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "689a3f95c0324212d060efe1020f1afa67e20276232584334357d6d2204c9f11",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-02-15T02:40:10Z",
    "title_canon_sha256": "43b2fa36f1978736731ce83c0e7d9a2de74dd2671d569b304c0456d89a4888fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.06305",
    "kind": "arxiv",
    "version": 1
  }
}