SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 2401–2450 of 10817 papers

TitleStatusHype
VIGNETTE: Socially Grounded Bias Evaluation for Vision-Language ModelsCode0
Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems—0
ER-REASON: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room—0
NegVQA: Can Vision Language Models Understand Negation?—0
3DLLM-Mem: Long-Term Spatial-Temporal Memory for Embodied 3D Large Language Model—0
Enhancing Paraphrase Type Generation: The Impact of DPO and RLHF Evaluated with Human-Ranked DataCode0
StressTest: Can YOUR Speech LM Handle the Stress?—0
DynamicVL: Benchmarking Multimodal Large Language Models for Dynamic City Understanding—0
FRAMES-VQA: Benchmarking Fine-Tuning Robustness across Multi-Modal Shifts in Visual Question AnsweringCode0
SOSBENCH: Benchmarking Safety Alignment on Scientific Knowledge—0
Music's Multimodal Complexity in AVQA: Why We Need More than General Multimodal LLMsCode0
Silence is Not Consensus: Disrupting Agreement Bias in Multi-Agent LLMs via Catfish Agent for Clinical Decision Making—0
DriveRX: A Vision-Language Reasoning Model for Cross-Task Autonomous Driving—0
Understand, Think, and Answer: Advancing Visual Reasoning with Large Multimodal Models—0
Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective—0
Self-Reflective Planning with Knowledge Graphs: Enhancing LLM Reasoning Reliability for Question Answering—0
SIPDO: Closed-Loop Prompt Optimization via Synthetic Data Feedback—0
WXImpactBench: A Disruptive Weather Impact Understanding Benchmark for Evaluating Large Language ModelsCode0
CulFiT: A Fine-grained Cultural-aware LLM Training Paradigm via Multilingual Critique Data SynthesisCode0
GenKI: Enhancing Open-Domain Question Answering with Knowledge Integration and Controllable Generation in Large Language ModelsCode0
ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs—0
Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs—0
BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMsCode0
MM-Prompt: Cross-Modal Prompt Tuning for Continual Visual Question AnsweringCode0
Interleaved Reasoning for Large Language Models via Reinforcement Learning—0
Benchmarking Large Multimodal Models for Ophthalmic Visual Question Answering with OphthalWeChat—0
ExAnte: A Benchmark for Ex-Ante Inference in Large Language ModelsCode0
Diagnosing and Mitigating Modality Interference in Multimodal Large Language ModelsCode0
Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking InsightsCode0
It's High Time: A Survey of Temporal Information Retrieval and Question Answering—0
CP-Router: An Uncertainty-Aware Router Between LLM and LRM—0
S2LPP: Small-to-Large Prompt Prediction across LLMs—0
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems—0
AMQA: An Adversarial Dataset for Benchmarking Bias of LLMs in Medicine and HealthcareCode0
SpokenNativQA: Multilingual Everyday Spoken Queries for LLMs—0
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment—0
Self-Critique Guided Iterative Reasoning for Multi-hop Question AnsweringCode0
SituatedThinker: Grounding LLM Reasoning with Real-World through Situated ThinkingCode0
Weaver: Interweaving SQL and LLM for Table Reasoning—0
Medical Large Vision Language Models with Multi-Image Visual AbilityCode0
When Two LLMs Debate, Both Think They'll Win—0
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models—0
GC-KBVQA: A New Four-Stage Framework for Enhancing Knowledge Based Visual Question Answering Performance—0
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-AnsweringCode0
Climate-Eval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change—0
BRIT: Bidirectional Retrieval over Unified Image-Text Graph—0
Benchmarking Poisoning Attacks against Retrieval-Augmented Generation—0
The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems—0
Multilingual Question Answering in Low-Resource Settings: A Dzongkha-English Benchmark for Foundation ModelsCode0
Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified