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 4251–4300 of 10817 papers

TitleStatusHype
A Systematic Evaluation of GPT-4V's Multimodal Capability for Medical Image Analysis—0
Discrete Cosine Transform as Universal Sentence Encoder—0
Benchmarking Large Language Models in Complex Question Answering Attribution using Knowledge Graphs—0
An Exploration of Data Augmentation and RNN Architectures for Question Ranking in Community Question Answering—0
Identification of Temporal Event Relationships in Biographical Accounts—0
Identifying Constant and Unique Relations by using Time-Series Text—0
Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks—0
Benchmarking Large Language Models for Conversational Question Answering in Multi-instructional Documents—0
Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering—0
An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering—0
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning—0
Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-to-Text Transformation—0
A Comprehensive Evaluation of Large Language Models on Temporal Event Forecasting—0
Discovering Implicit Discourse Relations Through Brown Cluster Pair Representation and Coreference Patterns—0
Discovering Fine-Grained Semantics in Knowledge Graph Relations—0
Discovering Bias in Latent Space: An Unsupervised Debiasing Approach—0
An experimental study of the vision-bottleneck in VQA—0
Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models—0
Discovering Better Model Architectures for Medical Query Understanding—0
Discourse-sensitive Automatic Identification of Generic Expressions—0
Benchmarking Foundation Models with Language-Model-as-an-Examiner—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
An Exam-based Evaluation Approach Beyond Traditional Relevance Judgments—0
Discourse Complements Lexical Semantics for Non-factoid Answer Reranking—0
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation—0
Discourse-Based Approach to Involvement of Background Knowledge for Question Answering—0
Discourse-Aware Graph Networks for Textual Logical Reasoning—0
A New Semantic Lexicon and Similarity Measure in Bangla—0
ICRC-HIT: A Deep Learning based Comment Sequence Labeling System for Answer Selection Challenge—0
Identification of Alias Links among Participants in Narratives—0
Identifying the Provision of Choices in Privacy Policy Text—0
Discourse Analysis and Its Applications—0
Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics—0
Discontinuous Genitives in Hindi/Urdu—0
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph—0
Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics—0
A New Neural Search and Insights Platform for Navigating and Organizing AI Research—0
@Bench: Benchmarking Vision-Language Models for Human-centered Assistive Technology—0
Disambiguation in Conversational Question Answering in the Era of LLM: A Survey—0
Disaggregating Hops: Can We Guide a Multi-Hop Reasoning Language Model to Incrementally Learn at each Hop?—0
Benben: A Chinese Intelligent Conversational Robot—0
A New Minimally-Supervised Framework for Domain Word Sense Disambiguation—0
Adversarial Training for Community Question Answer Selection Based on Multi-scale Matching—0
Direct optimization of F-measure for retrieval-based personal question answering—0
BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering—0
Directional Gradient Projection for Robust Fine-Tuning of Foundation Models—0
A New Concept of Knowledge based Question Answering (KBQA) System for Multi-hop Reasoning—0
Directed Domain Fine-Tuning: Tailoring Separate Modalities for Specific Training Tasks—0
DiPlomat: A Dialogue Dataset for Situated Pragmatic Reasoning—0
Being Negative but Constructively: Lessons Learnt from Creating Better Visual Question Answering Datasets—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