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 4301–4350 of 10817 papers

TitleStatusHype
FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering—0
ClinicalGPT: Large Language Models Finetuned with Diverse Medical Data and Comprehensive Evaluation—0
Focused Hierarchical RNNs for Conditional Sequence Processing—0
Focused Evaluation for Image Description with Binary Forced-Choice Tasks—0
ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases—0
A Sequence Modelling Approach to Question Answering in Text-Based Games—0
AlignNet: Self-supervised Alignment Module—0
Adaptive Clustering for Coreference Resolution with Deterministic Rules and Web-Based Language Models—0
A Brain-inspired Memory Transformation based Differentiable Neural Computer for Reasoning-based Question Answering—0
Cost-Effective Hallucination Detection for LLMs—0
ClimaText: A Dataset for Climate Change Topic Detection—0
FMBench: Benchmarking Fairness in Multimodal Large Language Models on Medical Tasks—0
A Semi-supervised learning approach to enhance health care Community-based Question Answering: A case study in alcoholism—0
FltLM: An Intergrated Long-Context Large Language Model for Effective Context Filtering and Understanding—0
Climate-Eval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change—0
FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts—0
ClimateBERT-NetZero: Detecting and Assessing Net Zero and Reduction Targets—0
A Semi-Supervised BERT Approach for Arabic Named Entity Recognition—0
Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering—0
FlowMind: Automatic Workflow Generation with LLMs—0
FloodBrain: Flood Disaster Reporting by Web-based Retrieval Augmented Generation with an LLM—0
A Semiparametric Gaussian Copula Regression Model for Predicting Financial Risks from Earnings Calls—0
FlippedRAG: Black-Box Opinion Manipulation Adversarial Attacks to Retrieval-Augmented Generation Models—0
Flexible Frame Selection for Efficient Video Reasoning—0
Flexible End-to-End Dialogue System for Knowledge Grounded Conversation—0
CLICKER: Attention-Based Cross-Lingual Commonsense Knowledge Transfer—0
A Semantics-aware Transformer Model of Relation Linking for Knowledge Base Question Answering—0
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification—0
Structured Knowledge Grounding for Question Answering—0
FlexCap: Describe Anything in Images in Controllable Detail—0
Clickbait Classification and Spoiling Using Natural Language Processing—0
FLARE: Faithful Logic-Aided Reasoning and Exploration—0
Flagging Comprehensibility Issues in Hindi Text with Question Answering—0
CLEVR-POC: Reasoning-Intensive Visual Question Answering in Partially Observable Environments—0
FLAASH: Flow-Attention Adaptive Semantic Hierarchical Fusion for Multi-Modal Tobacco Content Analysis—0
FIT-RAG: Black-Box RAG with Factual Information and Token Reduction—0
First Token Probability Guided RAG for Telecom Question Answering—0
First steps towards a Predicate Matrix—0
First Place Solution to the Multiple-choice Video QA Track of The Second Perception Test Challenge—0
First approach toward Semantic Role Labeling for Basque—0
CLEVRER-Humans: Describing Physical and Causal Events the Human Way—0
A Search Task Dataset for German Textual Entailment—0
Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models—0
FireAct: Toward Language Agent Fine-tuning—0
FinTextQA: A Dataset for Long-form Financial Question Answering—0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering—0
FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain—0
A Search for Prompts: Generating Structured Answers from Contracts—0
FinQAPT: Empowering Financial Decisions with End-to-End LLM-driven Question Answering Pipeline—0
Finnish SQuAD: A Simple Approach to Machine Translation of Span Annotations—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