Optimizing the Songwriting Process: Genre-Based Lyric Generation Using Deep Learning Models

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Cai, Tracy, Liang, Wilson, Townes, Donte
Formato:	Preprint
Publicado:	2024
Materias:	Computation and Language Artificial Intelligence Sound Audio and Speech Processing
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

SongComposer: A Large Language Model for Lyric and Melody Generation in Song Composition
por: Ding, Shuangrui, et al.
Publicado: (2024)

Double Entendre: Robust Audio-Based AI-Generated Lyrics Detection via Multi-View Fusion
por: Frohmann, Markus, et al.
Publicado: (2025)

Sing it, Narrate it: Quality Musical Lyrics Translation
por: Ye, Zhuorui, et al.
Publicado: (2024)

Aligning Language Models for Lyric-to-Melody Generation with Rule-Based Musical Constraints
por: Meng, Hao, et al.
Publicado: (2026)

Joint Learning of Wording and Formatting for Singable Melody-to-Lyric Generation
por: Ou, Longshen, et al.
Publicado: (2023)

SongCreator: Lyrics-based Universal Song Generation
por: Lei, Shun, et al.
Publicado: (2024)

REFFLY: Melody-Constrained Lyrics Editing Model
por: Zhao, Songyan, et al.
Publicado: (2024)

LyricWhiz: Robust Multilingual Zero-shot Lyrics Transcription by Whispering to ChatGPT
por: Zhuo, Le, et al.
Publicado: (2023)

Music Genre Classification: A Comparative Analysis of Classical Machine Learning and Deep Learning Approaches
por: Prajuli, Sachin, et al.
Publicado: (2026)

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research
por: Attia, Ahmed Adel, et al.
Publicado: (2025)

ASPIRin: Action Space Projection for Interactivity-Optimized Reinforcement Learning in Full-Duplex Speech Language Models
por: Hsiao, Chi-Yuan, et al.
Publicado: (2026)

CSL-L2M: Controllable Song-Level Lyric-to-Melody Generation Based on Conditional Transformer with Fine-Grained Lyric and Musical Controls
por: Chai, Li, et al.
Publicado: (2024)

VQ-CTAP: Cross-Modal Fine-Grained Sequence Representation Learning for Speech Processing
por: Qiang, Chunyu, et al.
Publicado: (2024)

Towards Advanced Speech Signal Processing: A Statistical Perspective on Convolution-Based Architectures and its Applications
por: Kapu, Nirmal Joshua, et al.
Publicado: (2024)

Amplifying Emotional Signals: Data-Efficient Deep Learning for Robust Speech Emotion Recognition
por: Vu, Tai
Publicado: (2025)

NTPP: Generative Speech Language Modeling for Dual-Channel Spoken Dialogue via Next-Token-Pair Prediction
por: Wang, Qichao, et al.
Publicado: (2025)

Towards Building an End-to-End Multilingual Automatic Lyrics Transcription Model
por: Huang, Jiawen, et al.
Publicado: (2024)

Efficient Dialect-Aware Modeling and Conditioning for Low-Resource Taiwanese Hakka Speech Processing
por: Peng, An-Ci, et al.
Publicado: (2026)

Genre Controlled Music Generation via Activation Steering
por: Narashiman, Swathi, et al.
Publicado: (2025)

Continuous Modeling of the Denoising Process for Speech Enhancement Based on Deep Learning
por: Guo, Zilu, et al.
Publicado: (2023)

A Computational Analysis of Lyric Similarity Perception
por: Kim, Haven, et al.
Publicado: (2024)

Relationships between Keywords and Strong Beats in Lyrical Music
por: Liao, Callie C., et al.
Publicado: (2024)

UniSonate: A Unified Model for Speech, Music, and Sound Effect Generation with Text Instructions
por: Qiang, Chunyu, et al.
Publicado: (2026)

Tango 2: Aligning Diffusion-based Text-to-Audio Generations through Direct Preference Optimization
por: Majumder, Navonil, et al.
Publicado: (2024)

Kling-Foley: Multimodal Diffusion Transformer for High-Quality Video-to-Audio Generation
por: Wang, Jun, et al.
Publicado: (2025)

On Barriers to Archival Audio Processing
por: Sullivan, Peter, et al.
Publicado: (2025)

TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching and Clap-Ranked Preference Optimization
por: Hung, Chia-Yu, et al.
Publicado: (2024)

SongGLM: Lyric-to-Melody Generation with 2D Alignment Encoding and Multi-Task Pre-Training
por: Yu, Jiaxing, et al.
Publicado: (2024)

Device-Directed Speech Detection for Follow-up Conversations Using Large Language Models
por: Ognjen, et al.
Publicado: (2024)

Query-by-Example Keyword Spotting Using Spectral-Temporal Graph Attentive Pooling and Multi-Task Learning
por: Wang, Zhenyu, et al.
Publicado: (2024)

Audio Contrastive-based Fine-tuning: Decoupling Representation Learning and Classification
por: Wang, Yang, et al.
Publicado: (2023)

A Self-Refining Framework for Enhancing ASR Using TTS-Synthesized Data
por: Chou, Cheng-Kang, et al.
Publicado: (2025)

Articulation-Informed ASR: Integrating Articulatory Features into ASR via Auxiliary Speech Inversion and Cross-Attention Fusion
por: Attia, Ahmed Adel, et al.
Publicado: (2025)

A Neural Model for Contextual Biasing Score Learning and Filtering
por: Huang, Wanting, et al.
Publicado: (2025)

Auffusion: Leveraging the Power of Diffusion and Large Language Models for Text-to-Audio Generation
por: Xue, Jinlong, et al.
Publicado: (2024)

BAT: Learning to Reason about Spatial Sounds with Large Language Models
por: Zheng, Zhisheng, et al.
Publicado: (2024)

Weak Supervision Techniques towards Enhanced ASR Models in Industry-level CRM Systems
por: Wang, Zhongsheng, et al.
Publicado: (2025)

From Words to Waves: Analyzing Concept Formation in Speech and Text-Based Foundation Models
por: Ersoy, Asım, et al.
Publicado: (2025)

FMSD-TTS: Few-shot Multi-Speaker Multi-Dialect Text-to-Speech Synthesis for Ü-Tsang, Amdo and Kham Speech Dataset Generation
por: Liu, Yutong, et al.
Publicado: (2025)

Get Large Language Models Ready to Speak: A Late-fusion Approach for Speech Generation
por: Shen, Maohao, et al.
Publicado: (2024)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"32141a54f5b9e02f3725ec4d088c9d56"
language	"es"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790902549.1841 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "32141a54f5b9e02f3725ec4d088c9d56" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=32141a54f5b9e02f3725ec4d088c9d56; language=es; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"52654"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2409_13758/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2409_13758/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790902549.1784
REQUEST_TIME	1790902549

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler