Pith Number

pith:RJFZVYLJ

pith:2024:RJFZVYLJ3WT5LJ3YS5EPVOKUBA

not attested not anchored not stored refs pending

Automated Data Curation for Robust Language Model Fine-Tuning

Jiuhai Chen, Jonas Mueller

arxiv:2403.12776 v1 · 2024-03-19 · 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{RJFZVYLJ3WT5LJ3YS5EPVOKUBA}

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

2 papers in Pith

Learning Multi-Indicator Weights for Data Selection: A Joint Task-Model Adaptation Framework with Efficient Proxies

Unsupervised Confidence Calibration for Reasoning LLMs from a Single Generation

Receipt and verification

First computed	2026-07-05T07:58:06.925836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a4b9ae169dda7d5a7789748fab954080fb01dea5a4e5ab8492a5520ab2a1381

Aliases

arxiv: 2403.12776 · arxiv_version: 2403.12776v1 · doi: 10.48550/arxiv.2403.12776 · pith_short_12: RJFZVYLJ3WT5 · pith_short_16: RJFZVYLJ3WT5LJ3Y · pith_short_8: RJFZVYLJ

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/RJFZVYLJ3WT5LJ3YS5EPVOKUBA \
  | 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: 8a4b9ae169dda7d5a7789748fab954080fb01dea5a4e5ab8492a5520ab2a1381

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02430b20e06d0117ba3accafa3017e2aea5807fa8192ba460d89e190a4acc6b2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-19T14:44:45Z",
    "title_canon_sha256": "a9fa2cc6ac743191627f511d3a76f37d6ee969092cc6343adbc9d58b11bb9f37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.12776",
    "kind": "arxiv",
    "version": 1
  }
}