Pith Number

pith:NNZD7NG4

pith:2025:NNZD7NG4LKFUMYYZUREM245Z4N

not attested not anchored not stored refs pending

TalkPlay-Tools: Conversational Music Recommendation with LLM Tool Calling

Juhan Nam, Keunwoo Choi, Seungheon Doh

arxiv:2510.01698 v4 · 2025-10-02 · cs.IR · cs.MM · cs.SD · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NNZD7NG4LKFUMYYZUREM245Z4N}

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

3 papers in Pith

TwiSTAR:Think Fast, Think Slow, Then Act,Generative Recommendation with Adaptive Reasoning

Reddit2Deezer: A Scalable Dataset for Real-World Grounded Conversational Music Recommendation

Expressiveness Limits of Autoregressive Semantic ID Generation in Generative Recommendation

Receipt and verification

First computed	2026-06-03T01:05:45.490877Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b723fb4dc5a8b466319a448cd73b9e37dcb621287dd9178aa6d0e42cbf58189

Aliases

arxiv: 2510.01698 · arxiv_version: 2510.01698v4 · doi: 10.48550/arxiv.2510.01698 · pith_short_12: NNZD7NG4LKFU · pith_short_16: NNZD7NG4LKFUMYYZ · pith_short_8: NNZD7NG4

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/NNZD7NG4LKFUMYYZUREM245Z4N \
  | 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: 6b723fb4dc5a8b466319a448cd73b9e37dcb621287dd9178aa6d0e42cbf58189

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b49a6ae3c04543aea42f81062b1d703b37ce7b209fbaddd4f4248afdf6301f03",
    "cross_cats_sorted": [
      "cs.MM",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-10-02T06:08:54Z",
    "title_canon_sha256": "9e77d42348e5349e423557e8ddd93fea49e9132a7f10c57d55e3b24acef9c04e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.01698",
    "kind": "arxiv",
    "version": 4
  }
}