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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 10701–10750 of 10817 papers

TitleStatusHype
Transfer and Multi-Task Learning for Noun--Noun Compound Interpretation—0
Transfer in Deep Reinforcement Learning using Knowledge Graphs—0
Transfer Learning and Masked Generation for Answer Verbalization—0
Transfer Learning Based Cross-lingual Knowledge Extraction for Wikipedia—0
Transfer Learning Enhanced Single-choice Decision for Multi-choice Question Answering—0
Transfer Learning in Visual and Relational Reasoning—0
Transferring Domain-Agnostic Knowledge in Video Question Answering—0
Transformer-Based Models for Question Answering on COVID19—0
Transformer based Natural Language Generation for Question-Answering—0
Transformer-based Subject Entity Detection in Wikipedia Listings—0
Transformers Can Compose Skills To Solve Novel Problems Without Finetuning—0
Transformer Semantic Parsing—0
Transformers in Vision: A Survey—0
Transforming Wearable Data into Health Insights using Large Language Model Agents—0
Transforming Wikipedia into a Large-Scale Fine-Grained Entity Type Corpus—0
Transform-Retrieve-Generate: Natural Language-Centric Outside-Knowledge Visual Question Answering—0
TransG : A Generative Model for Knowledge Graph Embedding—0
Transition-based Dependency DAG Parsing Using Dynamic Oracles—0
Translating Natural Language to SQL using Pointer-Generator Networks and How Decoding Order Matters—0
Translating Questions into Answers using DBPedia n-triples—0
Translating Web Search Queries into Natural Language Questions—0
Translation Deserves Better: Analyzing Translation Artifacts in Cross-lingual Visual Question Answering—0
Transliteration Better than Translation? Answering Code-mixed Questions over a Knowledge Base—0
TransMamba: Fast Universal Architecture Adaption from Transformers to Mamba—0
Leveraging Expert Input for Robust and Explainable AI-Assisted Lung Cancer Detection in Chest X-rays—0
TransWiC at SemEval-2021 Task 2: Transformer-based Multilingual and Cross-lingual Word-in-Context Disambiguation—0
TRAVELER: A Benchmark for Evaluating Temporal Reasoning across Vague, Implicit and Explicit References—0
TraveLLaMA: Facilitating Multi-modal Large Language Models to Understand Urban Scenes and Provide Travel Assistance—0
Treat us like the sequences we are: Prepositional Paraphrasing of Noun Compounds using LSTM—0
Treebanking by Sentence and Tree Transformation: Building a Treebank to support Question Answering in Portuguese—0
Tree Memory Networks for Modelling Long-term Temporal Dependencies—0
Tree of Reviews: A Tree-based Dynamic Iterative Retrieval Framework for Multi-hop Question Answering—0
Triangulating LLM Progress through Benchmarks, Games, and Cognitive Tests—0
Trick Me If You Can: Adversarial Writing of Trivia Challenge Questions—0
Triggering Multi-Hop Reasoning for Question Answering in Language Models using Soft Prompts and Random Walks—0
Triplet-Aware Scene Graph Embeddings—0
Tri-VQA: Triangular Reasoning Medical Visual Question Answering for Multi-Attribute Analysis—0
TrojVLM: Backdoor Attack Against Vision Language Models—0
TRRNet: Tiered Relation Reasoning for Compositional Visual Question Answering—0
Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determination—0
Trusting Language Models in Education—0
Trustworthy Graph Neural Networks: Aspects, Methods and Trends—0
TruthLens:A Training-Free Paradigm for DeepFake Detection—0
TruthTeller: Annotating Predicate Truth—0
Trying Bilinear Pooling in Video-QA—0
TTQA-RS- A break-down prompting approach for Multi-hop Table-Text Question Answering with Reasoning and Summarization—0
TueFact at SemEval 2019 Task 8: Fact checking in community question answering forums: context matters—0
TunBERT: Pretrained Contextualized Text Representation for Tunisian Dialect—0
Tuning HeidelTime for identifying time expressions in clinical texts in English and French—0
Turk Bootstrap Word Sense Inventory 2.0: A Large-Scale Resource for Lexical Substitution—0
Show:102550
← PrevPage 215 of 217Next →
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