Pith Number

pith:WPSV4UZS

pith:2022:WPSV4UZSTLTT664IC5HTZDMFGN

not attested not anchored not stored refs pending

Debiasing isn't enough! -- On the Effectiveness of Debiasing MLMs and their Social Biases in Downstream Tasks

Danushka Bollegala, Masahiro Kaneko, Naoaki Okazaki

arxiv:2210.02938 v1 · 2022-10-06 · 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{WPSV4UZSTLTT664IC5HTZDMFGN}

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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

Fairness Dynamics During Training

Receipt and verification

First computed	2026-07-05T05:04:05.483507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3e55e53329ae73f7b88174f3c8d85334ab0fdb97a8a2e78e86833552e26b512

Aliases

arxiv: 2210.02938 · arxiv_version: 2210.02938v1 · doi: 10.48550/arxiv.2210.02938 · pith_short_12: WPSV4UZSTLTT · pith_short_16: WPSV4UZSTLTT664I · pith_short_8: WPSV4UZS

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/WPSV4UZSTLTT664IC5HTZDMFGN \
  | 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: b3e55e53329ae73f7b88174f3c8d85334ab0fdb97a8a2e78e86833552e26b512

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14d8f2743484480e9641184dba2799679d481cc6fda23c2306f8f72fec551307",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-06T14:08:57Z",
    "title_canon_sha256": "fe300f92f22df11217f265b52d0b4658f703e746eb65b37a82ab4747af499966"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02938",
    "kind": "arxiv",
    "version": 1
  }
}