Pith Number

pith:CZQYIROW

pith:2024:CZQYIROWIAIAHK7KRLO4MRPIVA

not attested not anchored not stored refs pending

Fairness-Aware Multi-Group Target Detection in Online Discussion

Maria De-Arteaga, Matthew Lease, Soumyajit Gupta

A fairness-aware approach for detecting multiple target groups in social media posts reduces bias across demographic groups while maintaining strong predictive performance.

arxiv:2407.11933 v6 · 2024-07-16 · cs.LG

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\usepackage{pith}
\pithnumber{CZQYIROWIAIAHK7KRLO4MRPIVA}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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.

Claims

C1strongest claim

We show our fairness-aware multi-group target detection approach both reduces bias across groups and shows strong predictive performance, surpassing existing fairness-aware baselines.

C2weakest assumption

The fairness constraints and evaluation metrics used accurately reflect real-world fairness requirements in toxicity detection across demographic groups (implied by the abstract's framing of the problem and results).

C3one line summary

A fairness-aware multi-group target detection approach reduces bias across groups and outperforms existing fairness-aware baselines in toxicity detection tasks.

Receipt and verification

First computed	2026-06-19T16:12:44.497218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16618445d6401003abea8addc645e8a80611306dade4677f89bd9a4962c5519a

Aliases

arxiv: 2407.11933 · arxiv_version: 2407.11933v6 · doi: 10.48550/arxiv.2407.11933 · pith_short_12: CZQYIROWIAIA · pith_short_16: CZQYIROWIAIAHK7K · pith_short_8: CZQYIROW

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CZQYIROWIAIAHK7KRLO4MRPIVA \
  | 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: 16618445d6401003abea8addc645e8a80611306dade4677f89bd9a4962c5519a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebc76753cf595f3b63f2e08353c0f446f4f4047ac404360556906581a9379495",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-16T17:23:41Z",
    "title_canon_sha256": "f8f023229047d999b523ee833f04ae218d78e71783963565d385d8227c80db51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11933",
    "kind": "arxiv",
    "version": 6
  }
}