Pith Number

pith:PTKXT6YT

pith:2025:PTKXT6YTDIHE43ASL4BWNLJVCO

not attested not anchored not stored refs pending

Music Recommendation with Large Language Models: Challenges, Opportunities, and Evaluation

Bruno Sguerra, Elena V. Epure, Manuel Moussallam, Markus Schedl, Yashar Deldjoo

arxiv:2511.16478 v2 · 2025-11-20 · cs.IR · 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{PTKXT6YTDIHE43ASL4BWNLJVCO}

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

2 papers in Pith

Music Playlist Captioning at Scale with Large Language Models

MuChator: Enabling Active Music Discovery via Conversational Music LLMs in Douyin Music

Receipt and verification

First computed	2026-07-21T02:21:26.075986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cd579fb131a0e4e6c125f0366ad3513b21090cd48aac3d9fcf0be28834a04b6

Aliases

arxiv: 2511.16478 · arxiv_version: 2511.16478v2 · doi: 10.48550/arxiv.2511.16478 · pith_short_12: PTKXT6YTDIHE · pith_short_16: PTKXT6YTDIHE43AS · pith_short_8: PTKXT6YT

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/PTKXT6YTDIHE43ASL4BWNLJVCO \
  | 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: 7cd579fb131a0e4e6c125f0366ad3513b21090cd48aac3d9fcf0be28834a04b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81ca91b8500da2a029ab72f39ccd0ba944bc611d98f28358c7318301a249dda0",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-11-20T15:46:27Z",
    "title_canon_sha256": "70c0280d12a786f16942cecde66317750837cd5f581ba567e7789c898bf37fb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.16478",
    "kind": "arxiv",
    "version": 2
  }
}