Pith Number

pith:QGTURPJT

pith:2025:QGTURPJTUBEYLCGRGYQHA37DQA

not attested not anchored not stored refs pending

Can Large Language Models Predict Audio Effects Parameters from Natural Language?

Juhan Nam, Junghyun Koo, Marco A. Mart\'inez-Ram\'irez, Seungheon Doh, Wei-Hsiang Liao, Yuki Mitsufuji

arxiv:2505.20770 v2 · 2025-05-27 · cs.SD · cs.MM · eess.AS

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

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\usepackage{pith}
\pithnumber{QGTURPJTUBEYLCGRGYQHA37DQA}

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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

FXplorer: A Map-Based Interface for Exploratory Audio Effect Design

One Prompt, Many Sounds: Modeling Listener Variability in LLM-Based Equalization

Receipt and verification

First computed	2026-07-05T11:38:29.636968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81a748bd33a0498588d13620706fe38027ed42e5de263c033ad8363a34adf60e

Aliases

arxiv: 2505.20770 · arxiv_version: 2505.20770v2 · doi: 10.48550/arxiv.2505.20770 · pith_short_12: QGTURPJTUBEY · pith_short_16: QGTURPJTUBEYLCGR · pith_short_8: QGTURPJT

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/QGTURPJTUBEYLCGRGYQHA37DQA \
  | 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: 81a748bd33a0498588d13620706fe38027ed42e5de263c033ad8363a34adf60e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee6eff2dac09ec7425182e5088b0cde1e89ad23d78691b8dda52de183326fbde",
    "cross_cats_sorted": [
      "cs.MM",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-05-27T06:21:56Z",
    "title_canon_sha256": "9ac67cb63bd4d5798073c8e1e700688f359ac1ecb7dbbf6d7fbeb102bbd565f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20770",
    "kind": "arxiv",
    "version": 2
  }
}