Pith. sign in
Pith Number

pith:Z4J3QPAO

pith:2026:Z4J3QPAOHOH4QOTHMP3YZXMMMB
not attested not anchored not stored refs pending

SURGELLM: Rethinking Multi-Task Evaluation through Task-Aware Feature Gating with Class-Balanced Normalization

Noor Islam S. Mohammad, Ulug Bayazit

arxiv:2606.24259 v1 · 2026-06-23 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{Z4J3QPAOHOH4QOTHMP3YZXMMMB}

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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.
Receipt and verification
First computed 2026-06-24T01:14:48.348908Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cf13b83c0e3b8fc83a6763f78cdd8c607e136e11bba234e5528f56987bae0523

Aliases

arxiv: 2606.24259 · arxiv_version: 2606.24259v1 · doi: 10.48550/arxiv.2606.24259 · pith_short_12: Z4J3QPAOHOH4 · pith_short_16: Z4J3QPAOHOH4QOTH · pith_short_8: Z4J3QPAO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Z4J3QPAOHOH4QOTHMP3YZXMMMB \
  | 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: cf13b83c0e3b8fc83a6763f78cdd8c607e136e11bba234e5528f56987bae0523
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9526639cd9ab798b0d22a526f753754eb11d30d647870d011ac40283f2d656a2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-23T07:47:21Z",
    "title_canon_sha256": "1d978874d596a7889fadb808d57245f32d5e9a777186e6424923fc1de009f243"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.24259",
    "kind": "arxiv",
    "version": 1
  }
}