Pith Number

pith:DSHZJTEF

pith:2026:DSHZJTEF55OL3O7Z532GVD5HSN

not attested not anchored not stored refs pending

Escaping the Mode Lottery: Multi-Response Training Improves Language Model Generalization

Hasan Amin, Kian Ahrabian, Ming Yin, Rajiv Khanna

arxiv:2606.00544 v1 · 2026-05-30 · cs.LG · 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{DSHZJTEF55OL3O7Z532GVD5HSN}

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	2026-06-02T01:03:57.765645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c8f94cc85ef5cbdbbf9eef46a8fa79370dbcb35d1d5e06148b6832efabb1aeb

Aliases

arxiv: 2606.00544 · arxiv_version: 2606.00544v1 · doi: 10.48550/arxiv.2606.00544 · pith_short_12: DSHZJTEF55OL · pith_short_16: DSHZJTEF55OL3O7Z · pith_short_8: DSHZJTEF

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/DSHZJTEF55OL3O7Z532GVD5HSN \
  | 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: 1c8f94cc85ef5cbdbbf9eef46a8fa79370dbcb35d1d5e06148b6832efabb1aeb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "edabdb619954f2be68c1caebf0fe6a3ecf05f8f23e734b9c63cd13c1436403a7",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-30T05:30:39Z",
    "title_canon_sha256": "ee866484c0414d8a91c6614b470b1692e9dd4bee400b057d825b5328cdcd5680"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.00544",
    "kind": "arxiv",
    "version": 1
  }
}