Cover Image

An Empirical Evaluation of Encoder Architectures for Fast Real-Time Long Conversational Understanding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Senthilnathan, Annamalai, Arumae, Kristjan, Khalilia, Mohammed, Xing, Zhengzheng, Colak, Aaron R.
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!

Similar Items

NLU-STR at SemEval-2024 Task 1: Generative-based Augmentation and Encoder-based Scoring for Semantic Textual Relatedness
by: Malaysha, Sanad, et al.
Published: (2024)

Konooz: Multi-domain Multi-dialect Corpus for Named Entity Recognition
by: Hamad, Nagham, et al.
Published: (2025)

SinaTools: Open Source Toolkit for Arabic Natural Language Processing
by: Hammouda, Tymaa, et al.
Published: (2024)

Event-Arguments Extraction Corpus and Modeling using BERT for Arabic
by: Aljabari, Alaa, et al.
Published: (2024)

ArabicNLU 2024: The First Arabic Natural Language Understanding Shared Task
by: Khalilia, Mohammed, et al.
Published: (2024)

Long-Context Encoder Models for Polish Language Understanding
by: Dadas, Sławomir, et al.
Published: (2026)

Architecture-Agnostic Curriculum Learning for Document Understanding: Empirical Evidence from Text-Only and Multimodal
by: Hamdan, Mohammed, et al.
Published: (2026)

Advancing the Arabic WordNet: Elevating Content Quality
by: Freihat, Abed Alhakim, et al.
Published: (2024)

Pose-Based Sign Language Spotting via an End-to-End Encoder Architecture
by: Johnny, Samuel Ebimobowei, et al.
Published: (2025)

Crowdsourcing Lexical Diversity
by: Khalilia, Hadi, et al.
Published: (2024)

E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning
by: Liao, Zihan, et al.
Published: (2024)

WojoodNER 2024: The Second Arabic Named Entity Recognition Shared Task
by: Jarrar, Mustafa, et al.
Published: (2024)

Fast and Faithful: Real-Time Verification for Long-Document Retrieval-Augmented Generation Systems
by: Liu, Xunzhuo, et al.
Published: (2026)

AraFinNLP 2024: The First Arabic Financial NLP Shared Task
by: Malaysha, Sanad, et al.
Published: (2024)

Enabling Real-Time Conversations with Minimal Training Costs
by: Xu, Wang, et al.
Published: (2024)

Latency Adjustable Transformer Encoder for Language Understanding
by: Kachuee, Sajjad, et al.
Published: (2022)

KAME: Tandem Architecture for Enhancing Knowledge in Real-Time Speech-to-Speech Conversational AI
by: Kuroki, So, et al.
Published: (2025)

Evaluating Dialect Robustness of Language Models via Conversation Understanding
by: Srirag, Dipankar, et al.
Published: (2024)

REALTALK: A 21-Day Real-World Dataset for Long-Term Conversation
by: Lee, Dong-Ho, et al.
Published: (2025)

GRAVITY: Architecture-Agnostic Structured Anchoring for Long-Horizon Conversational Memory
by: Sun, Yushi, et al.
Published: (2026)

BrainTransformers: SNN-LLM
by: Tang, Zhengzheng, et al.
Published: (2024)

Modeling Real-Time Interactive Conversations as Timed Diarized Transcripts
by: Tanzer, Garrett, et al.
Published: (2024)

DialSim: A Dialogue Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational Agents
by: Kim, Jiho, et al.
Published: (2024)

Empirical Study of Symmetrical Reasoning in Conversational Chatbots
by: Rim, Daniela N., et al.
Published: (2024)

Compress to Impress: Unleashing the Potential of Compressive Memory in Real-World Long-Term Conversations
by: Chen, Nuo, et al.
Published: (2024)

Empirical Comparison of Encoder-Based Language Models and Feature-Based Supervised Machine Learning Approaches to Automated Scoring of Long Essays
by: Wang, Kuo, et al.
Published: (2026)

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference
by: Warner, Benjamin, et al.
Published: (2024)

Beyond the Turn-Based Game: Enabling Real-Time Conversations with Duplex Models
by: Zhang, Xinrong, et al.
Published: (2024)

WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation
by: Ding, Shuangrui, et al.
Published: (2026)

Multimodal Conversation Structure Understanding
by: Chang, Kent K., et al.
Published: (2025)

Incremental Processing in the Age of Non-Incremental Encoders: An Empirical Assessment of Bidirectional Models for Incremental NLU
by: Madureira, Brielen, et al.
Published: (2020)

HEMA : A Hippocampus-Inspired Extended Memory Architecture for Long-Context AI Conversations
by: Ahn, Kwangseob
Published: (2025)

MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation
by: Xue, Haochen, et al.
Published: (2025)

KoDialogBench: Evaluating Conversational Understanding of Language Models with Korean Dialogue Benchmark
by: Jang, Seongbo, et al.
Published: (2024)

MosaicBERT: A Bidirectional Encoder Optimized for Fast Pretraining
by: Portes, Jacob, et al.
Published: (2023)

N2N-GQA: Noise-to-Narrative for Graph-Based Table-Text Question Answering Using LLMs
by: Sharafath, Mohamed, et al.
Published: (2026)

ETT: Expanding the Long Context Understanding Capability of LLMs at Test-Time
by: Zahirnia, Kiarash, et al.
Published: (2025)

Synthetic Users, Real Differences: an Evaluation Framework for User Simulation in Multi-Turn Conversations
by: Liu, Yu Lu, et al.
Published: (2026)

Emotion and Intent Joint Understanding in Multimodal Conversation: A Benchmarking Dataset
by: Liu, Rui, et al.
Published: (2024)

Beyond-RAG: Question Identification and Answer Generation in Real-Time Conversations
by: Agrawal, Garima, et al.
Published: (2024)