Pith Number

pith:ZAXGFOW4

pith:2026:ZAXGFOW4VZXNTURTWX5IKY6E7J

not attested not anchored not stored refs pending

Semantic Flow Regularization: Teaching LLMs to Generate Diverse Yet Coherent Responses

Feifei Li, Kerui Peng, Wenhui Que, Xingyu Fan

arxiv:2605.27971 v1 · 2026-05-27 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAXGFOW4VZXNTURTWX5IKY6E7J}

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	2026-05-28T01:04:54.895660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c82e62badcae6ed9d233b5fa8563c4fa5c587b35a18b826742a07d6f6fa1f6c5

Aliases

arxiv: 2605.27971 · arxiv_version: 2605.27971v1 · doi: 10.48550/arxiv.2605.27971 · pith_short_12: ZAXGFOW4VZXN · pith_short_16: ZAXGFOW4VZXNTURT · pith_short_8: ZAXGFOW4

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/ZAXGFOW4VZXNTURTWX5IKY6E7J \
  | 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: c82e62badcae6ed9d233b5fa8563c4fa5c587b35a18b826742a07d6f6fa1f6c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7af4987cbca9926e3f9cd0ffc6dba528f8c412ba1acacb23662bc5acad4921ca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-27T05:05:37Z",
    "title_canon_sha256": "b3a49d653d92c597951a6568d6b10ff27f7be439a472dd4f8ae077e75232da9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27971",
    "kind": "arxiv",
    "version": 1
  }
}