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 2501–2550 of 10817 papers

TitleStatusHype
LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question AnsweringCode0
A Qualitative Comparison of CoQA, SQuAD 2.0 and QuACCode0
LP-LM: No Hallucinations in Question Answering with Logic ProgrammingCode0
CODAH: An Adversarially Authored Question-Answer Dataset for Common SenseCode0
AQA: Adaptive Question Answering in a Society of LLMs via Contextual Multi-Armed BanditCode0
Can Question Generation Debias Question Answering Models? A Case Study on Question-Context Lexical OverlapCode0
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance ViewCode0
Look, Read and Enrich. Learning from Scientific Figures and their CaptionsCode0
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context ExpansionCode0
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language ModelsCode0
Can multiple-choice questions really be useful in detecting the abilities of LLMs?Code0
Abductive Commonsense ReasoningCode0
Looking Beyond Visible Cues: Implicit Video Question Answering via Dual-Clue ReasoningCode0
Lost in Space: Probing Fine-grained Spatial Understanding in Vision and Language ResamplersCode0
Active Learning to Guide Labeling Efforts for Question Difficulty EstimationCode0
Long Story Short: a Summarize-then-Search Method for Long Video Question AnsweringCode0
Lost in the Middle, and In-Between: Enhancing Language Models' Ability to Reason Over Long Contexts in Multi-Hop QACode0
Macaw: An Extensible Conversational Information Seeking PlatformCode0
MatchZoo: A Toolkit for Deep Text MatchingCode0
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic DataCode0
Applying recent advances in Visual Question Answering to Record LinkageCode0
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
Long-context Non-factoid Question Answering in Indic LanguagesCode0
Logical Implications for Visual Question Answering ConsistencyCode0
Applying Deep Learning to Answer Selection: A Study and An Open TaskCode0
Location Aware Modular Biencoder for Tourism Question AnsweringCode0
QMOS: Enhancing LLMs for Telecommunication with Question Masked loss and Option ShufflingCode0
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLMCode0
Localizing Open-Ontology QA Semantic Parsers in a Day Using Machine TranslationCode0
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question AnsweringCode0
Can BERT Refrain from Forgetting on Sequential Tasks? A Probing StudyCode0
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question AnsweringCode0
Locally Smoothed Neural NetworksCode0
From Multiple-Choice to Extractive QA: A Case Study for English and ArabicCode0
LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?Code0
LLM-as-a-Judge: Reassessing the Performance of LLMs in Extractive QACode0
LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic SurgeryCode0
LLM Robustness Against Misinformation in Biomedical Question AnsweringCode0
LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA SystemsCode0
CaLMQA: Exploring culturally specific long-form question answering across 23 languagesCode0
Llama SLayer 8B: Shallow Layers Hold the Key to Knowledge InjectionCode0
LiveQA: A Question Answering Dataset over Sports LiveCode0
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach PromptsCode0
A Parallel-Hierarchical Model for Machine Comprehension on Sparse DataCode0
Repurposing Entailment for Multi-Hop Question Answering TasksCode0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
Listen Then See: Video Alignment with Speaker AttentionCode0
Enhanced Language Model Truthfulness with Learnable Intervention and Uncertainty ExpressionCode0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
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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