pith. sign in
Pith Number

pith:24MJ6T73

pith:2026:24MJ6T73TWWNKUVRHKI6PCXXNT
not attested not anchored not stored refs pending

A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Models

Himanshu Beniwal, Soham Dan, Thomas Hartvigsen

arxiv:2606.25380 v1 · 2026-06-24 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{24MJ6T73TWWNKUVRHKI6PCXXNT}

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.
Receipt and verification
First computed 2026-06-25T01:18:03.773441Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d7189f4ffb9dacd552b13a91e78af76ce4c9d0c509384be5f06eb148b7fdf023

Aliases

arxiv: 2606.25380 · arxiv_version: 2606.25380v1 · doi: 10.48550/arxiv.2606.25380 · pith_short_12: 24MJ6T73TWWN · pith_short_16: 24MJ6T73TWWNKUVR · pith_short_8: 24MJ6T73
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/24MJ6T73TWWNKUVRHKI6PCXXNT \
  | 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: d7189f4ffb9dacd552b13a91e78af76ce4c9d0c509384be5f06eb148b7fdf023
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2b9dcc6859a871f0c9a7eb78735bf97f71b64bd604bec590262b4e1aeb59a131",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-24T04:24:30Z",
    "title_canon_sha256": "0593854f054a02d7fc90e9f9c6ca9ebe341f7ceebc276621f4521266d3b9815a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25380",
    "kind": "arxiv",
    "version": 1
  }
}