Pith Number

pith:XOYUI64A

pith:2024:XOYUI64A5KZP5OJTGF6L5FJYQL

not attested not anchored not stored refs pending

Understanding the Interplay of Scale, Data, and Bias in Language Models: A Case Study with BERT

Ari Kobren, Michael Wick, Muhammad Ali, Qinlan Shen, Swetasudha Panda

arxiv:2407.21058 v1 · 2024-07-25 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XOYUI64A5KZP5OJTGF6L5FJYQL}

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

1 paper in Pith

Critical Acclaim Orientation in Large Language Models: Evidence from Film Preference Elicitation

Receipt and verification

First computed	2026-07-05T08:50:33.361261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbb1447b80eab2feb933317cbe953882d4fb742d5606d6f2a23aab3eb0a43593

Aliases

arxiv: 2407.21058 · arxiv_version: 2407.21058v1 · doi: 10.48550/arxiv.2407.21058 · pith_short_12: XOYUI64A5KZP · pith_short_16: XOYUI64A5KZP5OJT · pith_short_8: XOYUI64A

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/XOYUI64A5KZP5OJTGF6L5FJYQL \
  | 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: bbb1447b80eab2feb933317cbe953882d4fb742d5606d6f2a23aab3eb0a43593

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79d50fd1d6cc02869cd8576ee824d596add12146c78182f809d1743387197b6c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-25T23:09:33Z",
    "title_canon_sha256": "7843d370edfaf5fdc9817901f7b606a2a861cbbda4a74261ba9c997083bf6c59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.21058",
    "kind": "arxiv",
    "version": 1
  }
}