Demystifying deep search: a holistic evaluation with hint-free multi-hop questions and factorised metrics

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Song, Maojia, Liu, Renhang, Wang, Xinyu, Jiang, Yong, Xie, Pengjun, Huang, Fei, Zhou, Jingren, Herremans, Dorien, Poria, Soujanya
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Leveraging LLM Embeddings for Cross Dataset Label Alignment and Zero Shot Music Emotion Prediction
by: Liu, Renhang, et al.
Published: (2024)

LLMs Can't Handle Peer Pressure: Crumbling under Multi-Agent Social Interactions
by: Song, Maojia, et al.
Published: (2025)

JAM: A Tiny Flow-based Song Generator with Fine-grained Controllability and Aesthetic Alignment
by: Liu, Renhang, et al.
Published: (2025)

JamendoMaxCaps: A Large Scale Music-caption Dataset with Imputed Metadata
by: Roy, Abhinaba, et al.
Published: (2025)

Mustango: Toward Controllable Text-to-Music Generation
by: Melechovsky, Jan, et al.
Published: (2023)

NORA-1.5: A Vision-Language-Action Model Trained using World Model- and Action-based Preference Rewards
by: Hung, Chia-Yu, et al.
Published: (2025)

BandCondiNet: Parallel Transformers-based Conditional Popular Music Generation with Multi-View Features
by: Luo, Jing, et al.
Published: (2024)

Are We There Yet? A Brief Survey of Music Emotion Prediction Datasets, Models and Outstanding Challenges
by: Kang, Jaeyong, et al.
Published: (2024)

DisfluencySpeech -- Single-Speaker Conversational Speech Dataset with Paralanguage
by: Wang, Kyra, et al.
Published: (2024)

PreBit -- A multimodal model with Twitter FinBERT embeddings for extreme price movement prediction of Bitcoin
by: Zou, Yanzhao, et al.
Published: (2022)

Towards Unified Music Emotion Recognition across Dimensional and Categorical Models
by: Kang, Jaeyong, et al.
Published: (2025)

Aligning Generative Music AI with Human Preferences: Methods and Challenges
by: Herremans, Dorien, et al.
Published: (2025)

DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of Experts
by: Ong, Joel, et al.
Published: (2024)

Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse
by: Song, Maojia, et al.
Published: (2024)

APEX: Large-scale Multi-task Aesthetic-Informed Popularity Prediction for AI-Generated Music
by: Husain, Jaavid Aktar, et al.
Published: (2026)

Forecasting Bitcoin volatility spikes from whale transactions and CryptoQuant data using Synthesizer Transformer models
by: Herremans, Dorien, et al.
Published: (2022)

PromptDistill: Query-based Selective Token Retention in Intermediate Layers for Efficient Large Language Model Inference
by: Jin, Weisheng, et al.
Published: (2025)

Two are better than one: Context window extension with multi-grained self-injection
by: Han, Wei, et al.
Published: (2024)

KARMA-MV: A Benchmark for Causal Question Answering on Music Videos
by: Ghosh, Archishman, et al.
Published: (2026)

Digital Lifelong Learning in the Age of AI: Trends and Insights
by: Puri, Geeta, et al.
Published: (2026)

MidiCaps: A large-scale MIDI dataset with text captions
by: Melechovsky, Jan, et al.
Published: (2024)

MIRFLEX: Music Information Retrieval Feature Library for Extraction
by: Chopra, Anuradha, et al.
Published: (2024)

Smart Timing for Mining: A Deep Learning Framework for Bitcoin Hardware ROI Prediction
by: Wickramasinghe, Sithumi, et al.
Published: (2025)

MERIT: Learning Disentangled Music Representations for Audio Similarity
by: Roy, Abhinaba, et al.
Published: (2026)

SonicVerse: Multi-Task Learning for Music Feature-Informed Captioning
by: Chopra, Anuradha, et al.
Published: (2025)

Text2midi-InferAlign: Improving Symbolic Music Generation with Inference-Time Alignment
by: Roy, Abhinaba, et al.
Published: (2025)

Exact Flow Linear Attention: Exact Solution from Continuous-Time Dynamics
by: Lei, Jingdi, et al.
Published: (2025)

Towards Robust Instruction Tuning on Multimodal Large Language Models
by: Han, Wei, et al.
Published: (2024)

PREMISE: Matching-based Prediction for Accurate Review Recommendation
by: Han, Wei, et al.
Published: (2025)

M-Longdoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework
by: Chia, Yew Ken, et al.
Published: (2024)

Accented Text-to-Speech Synthesis with a Conditional Variational Autoencoder
by: Melechovsky, Jan, et al.
Published: (2022)

When Drawing Is Not Enough: Exploring Spontaneous Speech with Sketch for Intent Alignment in Multimodal LLMs
by: Shi, Weiyan, et al.
Published: (2026)

Accent Conversion in Text-To-Speech Using Multi-Level VAE and Adversarial Training
by: Melechovsky, Jan, et al.
Published: (2024)

Prevailing Research Areas for Music AI in the Era of Foundation Models
by: Wei, Megan, et al.
Published: (2024)

DART: Disentanglement of Accent and Speaker Representation in Multispeaker Text-to-Speech
by: Melechovsky, Jan, et al.
Published: (2024)

SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering
by: Melechovsky, Jan, et al.
Published: (2025)

Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic
by: Bhardwaj, Rishabh, et al.
Published: (2024)

DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling
by: Deep, Pala Tej, et al.
Published: (2024)

Epistemic Context Learning: Building Trust the Right Way in LLM-Based Multi-Agent Systems
by: Zhou, Ruiwen, et al.
Published: (2026)

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
ui	"standard"
VUFIND_SESSION	"bedfa603e8b88d468e114d9592364793"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790971241.6258 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "bedfa603e8b88d468e114d9592364793" ]`]
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	"ui=standard; VUFIND_SESSION=bedfa603e8b88d468e114d9592364793; language=en"
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	"49578"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2510_05137/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2510_05137/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790971241.6107
REQUEST_TIME	1790971241

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
VUFIND_SESSION	"bedfa603e8b88d468e114d9592364793"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790971241.6258 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "bedfa603e8b88d468e114d9592364793" ]`]
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	"ui=standard; VUFIND_SESSION=bedfa603e8b88d468e114d9592364793; language=en"
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	"49578"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2510_05137/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2510_05137/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790971241.6107
REQUEST_TIME	1790971241

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: