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
Character Identification on Multiparty Conversation: Identifying Mentions of Characters in TV ShowsCode0
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation ModelsCode0
MapQaTor: An Extensible Framework for Efficient Annotation of Map-Based QA DatasetsCode0
MedViLaM: A multimodal large language model with advanced generalizability and explainability for medical data understanding and generationCode0
Mamba Fusion: Learning Actions Through QuestioningCode0
MaMMUT: A Simple Architecture for Joint Learning for MultiModal TasksCode0
Make LLMs better zero-shot reasoners: Structure-orientated autonomous reasoningCode0
Make Text Unlearnable: Exploiting Effective Patterns to Protect Personal DataCode0
MANGO: A Benchmark for Evaluating Mapping and Navigation Abilities of Large Language ModelsCode0
Machine Comprehension Using Match-LSTM and Answer PointerCode0
Challenges in Generalization in Open Domain Question AnsweringCode0
Macaw: An Extensible Conversational Information Seeking PlatformCode0
Machine Comprehension by Text-to-Text Neural Question GenerationCode0
MAFiD: Moving Average Equipped Fusion-in-Decoder for Question Answering over Tabular and Textual DataCode0
Are Large Language Models Really Robust to Word-Level Perturbations?Code0
M2QA: Multi-domain Multilingual Question AnsweringCode0
Question Answering as an Automatic Evaluation Metric for News Article SummarizationCode0
Are Large Language Models Good at Utility Judgments?Code0
A Language for Function Signature RepresentationsCode0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question AnsweringCode0
LP-LM: No Hallucinations in Question Answering with Logic ProgrammingCode0
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language ModelsCode0
Lost in the Middle, and In-Between: Enhancing Language Models' Ability to Reason Over Long Contexts in Multi-Hop QACode0
Lost in Space: Probing Fine-grained Spatial Understanding in Vision and Language ResamplersCode0
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language ModelsCode0
Looking Beyond Visible Cues: Implicit Video Question Answering via Dual-Clue ReasoningCode0
A Knowledge-Grounded Multimodal Search-Based Conversational AgentCode0
A Recurrent BERT-based Model for Question GenerationCode0
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context ExpansionCode0
CERET: Cost-Effective Extrinsic Refinement for Text GenerationCode0
Look, Read and Enrich. Learning from Scientific Figures and their CaptionsCode0
Long Story Short: a Summarize-then-Search Method for Long Video Question AnsweringCode0
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic DataCode0
A Benchmark for Long-Form Medical Question AnsweringCode0
LogiQA 2.0—An Improved Dataset for Logical Reasoning in Natural Language UnderstandingCode0
CAVE: Correcting Attribute Values in E-commerce ProfilesCode0
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge GraphsCode0
Logical Implications for Visual Question Answering ConsistencyCode0
Long-context Non-factoid Question Answering in Indic LanguagesCode0
Causal Question Answering with Reinforcement LearningCode0
CausalQA: A Benchmark for Causal Question AnsweringCode0
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMsCode0
A Joint Sequence Fusion Model for Video Question Answering and RetrievalCode0
Location Aware Modular Biencoder for Tourism Question AnsweringCode0
A Benchmark for Generalizable and Interpretable Temporal Question Answering over Knowledge BasesCode0
CATfOOD: Counterfactual Augmented Training for Improving Out-of-Domain Performance and CalibrationCode0
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance ViewCode0
MeeQA: Natural Questions in Meeting TranscriptsCode0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
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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