Pith. sign in
Pith Number

pith:Y57MRET3

pith:2025:Y57MRET3NST3BH23BP2L5LHSKF
not attested not anchored not stored refs pending

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

Anthony Sicilia, Christopher D. Manning, Derek Chong, Jiayi Zhang, Michael R. Tomz, Simon Yu, Weiyan Shi

arxiv:2510.01171 v4 · 2025-10-01 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Y57MRET3NST3BH23BP2L5LHSKF}

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.

Cited by

22 papers in Pith

Receipt and verification
First computed 2026-07-17T00:20:41.117999Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c77ec8927b6ca7b09f5b0bf4beacf25163cca468a563d4c5513b01955079e0a6

Aliases

arxiv: 2510.01171 · arxiv_version: 2510.01171v4 · doi: 10.48550/arxiv.2510.01171 · pith_short_12: Y57MRET3NST3 · pith_short_16: Y57MRET3NST3BH23 · pith_short_8: Y57MRET3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y57MRET3NST3BH23BP2L5LHSKF \
  | 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: c77ec8927b6ca7b09f5b0bf4beacf25163cca468a563d4c5513b01955079e0a6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f2fc1b8c53bd3458030fc924bd90c04abe5207a61afd66868350f9755a1c519d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-01T17:55:37Z",
    "title_canon_sha256": "07dbe66f0f4c1b8c84864a51b18b4fb86acce9974162b034b4979bef85e0dc82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.01171",
    "kind": "arxiv",
    "version": 4
  }
}