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 2551–2600 of 10817 papers

TitleStatusHype
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question AnsweringCode0
From Multiple-Choice to Extractive QA: A Case Study for English and ArabicCode0
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance ViewCode0
Looking Beyond Visible Cues: Implicit Video Question Answering via Dual-Clue ReasoningCode0
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language ModelsCode0
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context ExpansionCode0
Look, Read and Enrich. Learning from Scientific Figures and their CaptionsCode0
Lost in Space: Probing Fine-grained Spatial Understanding in Vision and Language ResamplersCode0
MaMMUT: A Simple Architecture for Joint Learning for MultiModal TasksCode0
Long Story Short: a Summarize-then-Search Method for Long Video Question AnsweringCode0
CaLMQA: Exploring culturally specific long-form question answering across 23 languagesCode0
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic DataCode0
Long-context Non-factoid Question Answering in Indic LanguagesCode0
A Parallel-Hierarchical Model for Machine Comprehension on Sparse DataCode0
Repurposing Entailment for Multi-Hop Question Answering TasksCode0
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge GraphsCode0
LogiQA 2.0—An Improved Dataset for Logical Reasoning in Natural Language UnderstandingCode0
Location Aware Modular Biencoder for Tourism Question AnsweringCode0
LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA SystemsCode0
BUZZ: Beehive-structured Sparse KV Cache with Segmented Heavy Hitters for Efficient LLM InferenceCode0
Locally Smoothed Neural NetworksCode0
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLMCode0
LLM Robustness Against Misinformation in Biomedical Question AnsweringCode0
Co-occurrence is not Factual Association in Language ModelsCode0
LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?Code0
Localizing Open-Ontology QA Semantic Parsers in a Day Using Machine TranslationCode0
Logical Implications for Visual Question Answering ConsistencyCode0
ANTIQUE: A Non-Factoid Question Answering BenchmarkCode0
Llama SLayer 8B: Shallow Layers Hold the Key to Knowledge InjectionCode0
Building a Swedish Question-Answering ModelCode0
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach PromptsCode0
Answer Them All! Toward Universal Visual Question Answering ModelsCode0
LiveQA: A Question Answering Dataset over Sports LiveCode0
Building a Non-Trivial Paraphrase Corpus Using Multiple Machine Translation SystemsCode0
Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsCode0
DiffQue: Estimating Relative Difficulty of Questions in Community Question Answering ServicesCode0
Listen Then See: Video Alignment with Speaker AttentionCode0
Enhanced Language Model Truthfulness with Learnable Intervention and Uncertainty ExpressionCode0
Building a Dictionary of Affixal NegationsCode0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
Build a Robust QA System with Transformer-based Mixture of ExpertsCode0
ActBERT: Learning Global-Local Video-Text RepresentationsCode0
Limited Ability of LLMs to Simulate Human Psychological Behaviours: a Psychometric AnalysisCode0
Answer Retrieval in Legal Community Question AnsweringCode0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question AnsweringCode0
Lightweight Recurrent Cross-modal Encoder for Video Question AnsweringCode0
LGAR: Zero-Shot LLM-Guided Neural Ranking for Abstract Screening in Systematic Literature ReviewsCode0
Likelihood as a Performance Gauge for Retrieval-Augmented GenerationCode0
Answer Questions with Right Image Regions: A Visual Attention Regularization ApproachCode0
Bridging Vision and Language Spaces with Assignment PredictionCode0
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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