Pith Number

pith:MS6EBGAT

pith:2025:MS6EBGAT5YEYIGQJYOAPTMYRMA

not attested not anchored not stored refs pending

LISTEN to Your Preferences: An LLM Framework for Multi-Objective Selection

Adam S. Jovine, David B. Shmoys, Francis Bahk, Jingjing Wang, Matthew Ford, Peter I. Frazier, Tinghan Ye

arxiv:2510.25799 v2 · 2025-10-29 · 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{MS6EBGAT5YEYIGQJYOAPTMYRMA}

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	2026-05-20T00:04:16.440521Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64bc409813ee09841a09c380f9b3116036b3bed9b6ed74f1ee38b06a65dc98ca

Aliases

arxiv: 2510.25799 · arxiv_version: 2510.25799v2 · doi: 10.48550/arxiv.2510.25799 · pith_short_12: MS6EBGAT5YEY · pith_short_16: MS6EBGAT5YEYIGQJ · pith_short_8: MS6EBGAT

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/MS6EBGAT5YEYIGQJYOAPTMYRMA \
  | 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: 64bc409813ee09841a09c380f9b3116036b3bed9b6ed74f1ee38b06a65dc98ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93b2db5fb1bcc4aef32aaf1da0b0d15912175edb9e3e8aa10c77e90ded75b54b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-29T03:17:37Z",
    "title_canon_sha256": "d9c7084960ad70d8ef14a942ecbe0535bad4ea008559f054e7e583a67c0ff63b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.25799",
    "kind": "arxiv",
    "version": 2
  }
}