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 7151–7200 of 10817 papers

TitleStatusHype
Hand in Glove: Deep Feature Fusion Network Architectures for Answer Quality Prediction in Community Question Answering—0
HAMMR: HierArchical MultiModal React agents for generic VQA—0
A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet—0
A Multi-answer Multi-task Framework for Real-world Machine Reading Comprehension—0
Partially Fake Audio Detection by Self-attention-based Fake Span Discovery—0
OpenMedLM: Prompt engineering can out-perform fine-tuning in medical question-answering with open-source large language models—0
Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering—0
Parsing with Traces: An O(n4) Algorithm and a Structural Representation—0
ConSens: Assessing context grounding in open-book question answering—0
HalluMix: A Task-Agnostic, Multi-Domain Benchmark for Real-World Hallucination Detection—0
Open Question Answering with Weakly Supervised Embedding Models—0
A Summary of the ALQAC 2021 Competition—0
A Sui Generis QA Approach using RoBERTa for Adverse Drug Event Identification—0
CaTeRS: Causal and Temporal Relation Scheme for Semantic Annotation of Event Structures—0
OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis—0
Open Temporal Relation Extraction for Question Answering—0
Consecutive Question Generation with Multitask Joint Reranking and Dynamic Rationale Search—0
A Multi-Agent Framework for Mitigating Dialect Biases in Privacy Policy Question-Answering Systems—0
Hallucination-minimized Data-to-answer Framework for Financial Decision-makers—0
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models—0
ConQuest: Contextual Question Paraphrasing through Answer-Aware Synthetic Question Generation—0
Parsing Any Domain English text to CoNLL dependencies—0
ParsVQA-Caps: A Benchmark for Visual Question Answering and Image Captioning in Persian—0
Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models—0
Opinion Holder and Target Extraction on Opinion Compounds – A Linguistic Approach—0
Opinion Mining with Deep Recurrent Neural Networks—0
Opportunities and Challenges for ChatGPT and Large Language Models in Biomedicine and Health—0
Hallucination Detection in LLMs via Topological Divergence on Attention Graphs—0
CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning—0
Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System—0
Optimising Tree Edit Distance with Subtrees for Textual Entailment—0
Optimization of Retrieval-Augmented Generation Context with Outlier Detection—0
A Study on the Implementation Method of an Agent-Based Advanced RAG System Using Graph—0
eXplainable Bayesian Multi-Perspective Generative Retrieval—0
Hallucination Augmented Recitations for Language Models—0
Optimizing and Fine-tuning Large Language Model for Urban Renewal—0
Optimizing Component Combination in a Multi-Indexing Paragraph Retrieval System—0
Optimizing Explanations by Network Canonization and Hyperparameter Search—0
Optimizing Inference Performance of Transformers on CPUs—0
Optimizing LLMs with Direct Preferences: A Data Efficiency Perspective—0
Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning—0
CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning—0
Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systems—0
Case-Based Abductive Natural Language Inference—0
Paraphrasing with Large Language Models—0
Is There No Such Thing as a Bad Question? H4R: HalluciBot For Ratiocination, Rewriting, Ranking, and Routing—0
AMR Parsing with an Incremental Joint Model—0
Optimus: Accelerating Large-Scale Multi-Modal LLM Training by Bubble Exploitation—0
HAIR: Hierarchical Visual-Semantic Relational Reasoning for Video Question Answering—0
A Study on Multimodal and Interactive Explanations for Visual Question Answering—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