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Extreme__More Than Words
Extreme__More Than Words.4
Extreme__More Than Words.7
Extreme__More Than Words.2
Extreme__More Than Words.5
Extreme__More Than Words.1
Extreme__More Than Words.3
Extreme__More Than Words.6
Fatboy Slim__Right Here, Right Now
Fatboy Slim__Right Here, Right Now.1
Fatboy Slim__Praise You
Fatboy Slim__Going Out of My Head
Fatboy Slim__Praise You.1
Fatboy Slim__How Can You Hear Us?
The Clash__Rock in the Casbah.1
The Clash__London's Burning
The Clash__Rock in the Casbah
The Clash__Rock in the Casbah.2
The Clash__Should I Stay or Should I Go
The Clash__Should I Stay or Should I Go.1
Mily Balakirev__Islamey
Buena Vista Social Club__El cuarto de Tula
Buena Vista Social Club__Murmullo
Buena Vista Social Club__Candela
No Doubt__Don't Speak.3
No Doubt__Don't Speak.2
No Doubt__Just a Girl.3
No Doubt__Don't Speak.5
No Doubt__Don't Speak.1
No Doubt__Don't Speak.4
No Doubt__Hey You
No Doubt__Just a Girl
No Doubt__Just a Girl.2
No Doubt__Don't Speak
No Doubt__Ex-Girlfriend
No Doubt__Just a Girl.4
No Doubt__Just a Girl.1
No Doubt__Spiderwebs
No Doubt__Don't Speak.6
Izabella__Shame Shame Shame
KWS__Please Don't Go
Bizet Georges__Farandole (from
Bizet Georges__Carmen
Bizet Georges__Carmen Highlights - Habanera
Renee de Haan__Vuile huichelaar
Renee de Haan__De nacht is nog zo lang
Johnson James P__Carolina Shout
Vanessa Paradis__Be My Baby
Nik Kershaw__Wouldn't It Be Good
Terry Jacks__Seasons in the Sun.2
Terry Jacks__Seasons in the Sun.1
Terry Jacks__Seasons in the Sun
The Shadows__FBI
The Shadows__Walk Don't Run
The Shadows__Wonderful Land
The Shadows__Dance On
The Shadows__Sleepwalk.2
The Shadows__Kontiki
The Shadows__Atlantis.1
The Shadows__Unchained Melody
The Shadows__Guitar Tango
The Shadows__Theme From 'The Deerhunter' (Cavatina)
The Shadows__Apache.2
The Shadows__Atlantis
The Shadows__Guitar Tango.1
The Shadows__Kontiki.1
The Shadows__Kontiki.2
The Shadows__Sleepwalk
The Shadows__Riders in the Sky.1
The Shadows__Wonderful Land.1
The Shadows__Apache.3
The Shadows__Sleepwalk.1
The Shadows__Apache.1
The Shadows__Riders in the Sky
The Shadows__Foot Tapper
The Shadows__Apache
The Shadows__Quartermaster Stores
The Shadows__FBI.1
The Shadows__Guitar Boogie
elgar__Pomp and Circumstances March No.1
Simon Paul__50 Ways to Leave Your Lover.1
Simon Paul__Loves Me Like a Rock
Simon Paul__You Can Call Me Al.1
Simon Paul__At the Zoo
Simon Paul__Hazy Shade of Winter
Simon Paul__Late In The Evening
Simon Paul__50 Ways to Leave Your Lover
Simon Paul__Mother and Child Reunion
Simon Paul__You Can Call Me Al
Simon Paul__Me and Julio Down by the School Yard
Simon Paul__Kodachrome
The Ventures__Joker's Wild
The Ventures__Bulldog
The Ventures__Bluebird
The Ventures__Walk Don't Run.1
The Ventures__Bird Rockers
The Ventures__Walk Don't Run
The Ventures__I Feel Fine
The Ventures__Besame Mucho
The Ventures__Gringo
End of preview. Expand in Data Studio

LMD Deduplication Supplements

This repository provides pre-computed embedding files extracted from the Lakh MIDI Dataset (LMD-clean and LMD-full) using the CAugBERT and CLaMP-1024 models.
These embeddings were used in our paper:
"On the De-duplication of the Lakh MIDI Dataset" (ISMIR 2025)
[Paper] | [GitHub Code]


Contents

Each folder includes:

  • embeddings.pt: Torch tensor of embeddings (shape: N × D)
  • refs.txt: List of MIDI filenames corresponding to each embedding row

Usage

import torch

# Load embeddings
embeddings_dir = './lmd_full_to_lmd_full_0.95__caugbert_embedding.npy/'
emb = torch.load(embeddings_dir + "embeddings.pt")

# Load references (MIDI filenames)
with open(embeddings_dir + "refs.txt") as f:
    refs = [line.strip() for line in f]

print(emb.shape, len(refs))
# Example: torch.Size([168662, 512]) 168662

For details on how these embeddings are used in duplicate detection and evaluation, please refer to the Evaluate and De-duplication sections of the main repository.

Note

Due to storage limits, we only provide embeddings from CAugBERT and CLaMP-1024 here. If you need embeddings from other models (e.g., CLaMP-512, MusicBERT, etc.), please contact: Eunjin Choi ([email protected])

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