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 3401–3450 of 10817 papers

TitleStatusHype
Bidirectional Long Short-Term Memory Networks for Relation Classification—0
EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts—0
AfriMed-QA: A Pan-African, Multi-Specialty, Medical Question-Answering Benchmark Dataset—0
A Picture May Be Worth a Hundred Words for Visual Question Answering—0
EQUATOR: A Deterministic Framework for Evaluating LLM Reasoning with Open-Ended Questions. # v1.0.0-beta—0
Equipping Language Models with Tool Use Capability for Tabular Data Analysis in Finance—0
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines—0
Bidirectional Language Models Are Also Few-shot Learners—0
A Constituent-Centric Neural Architecture for Reading Comprehension—0
Few-shot Query-Focused Summarization with Prefix-Merging—0
ERATTA: Extreme RAG for Table To Answers with Large Language Models—0
ErgoChat: a Visual Query System for the Ergonomic Risk Assessment of Construction Workers—0
DSNDM: Deep Siamese Neural Discourse Model with Attention for Text Pairs Categorization and Ranking—0
Ericson: An Interactive Open-Domain Conversational Search Agent—0
DSC-IITISM at FinCausal 2021: Combining POS tagging with Attention-based Contextual Representations for Identifying Causal Relationships in Financial Documents—0
Few-Shot Image Classification and Segmentation as Visual Question Answering Using Vision-Language Models—0
DrugEHRQA: A Question Answering Dataset on Structured and Unstructured Electronic Health Records For Medicine Related Queries—0
Can Click Patterns across User's Query Logs Predict Answers to Definition Questions?—0
Dr. Tux: A Question Answering System for Ubuntu users—0
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence—0
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self On-the-fly Distillation for Dense Passage Retrieval—0
ERNIE-UniX2: A Unified Cross-lingual Cross-modal Framework for Understanding and Generation—0
eRock at Qur’an QA 2022: Contemporary Deep Neural Networks for Qur’an based Reading Comprehension Question Answers—0
ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources—0
ER-REASON: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room—0
An Open-Source Software Toolkit & Benchmark Suite for the Evaluation and Adaptation of Multimodal Action Models—0
Can Edge Probing Tasks Reveal Linguistic Knowledge in QA Models?—0
ESG Accountability Made Easy: DocQA at Your Service—0
ESQA: Event Sequences Question Answering—0
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering—0
A French Corpus for Semantic Similarity—0
Estimating semantic structure for the VQA answer space—0
Estimating Uncertainty Online Against an Adversary—0
A Confidence-Based Interface for Neuro-Symbolic Visual Question Answering—0
An Open-source Framework for Multi-level Semantic Similarity Measurement—0
Fermi at SemEval-2019 Task 8: An elementary but effective approach to Question Discernment in Community QA Forums—0
Improving Small Language Models on PubMedQA via Generative Data Augmentation—0
DriveRX: A Vision-Language Reasoning Model for Cross-Task Autonomous Driving—0
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs—0
An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education—0
Drilling Down into the Discourse Structure with LLMs for Long Document Question Answering—0
ETS: Discriminative Edit Models for Paraphrase Scoring—0
Evaluate Confidence Instead of Perplexity for Zero-shot Commonsense Reasoning—0
Evaluating a City Exploration Dialogue System with Integrated Question-Answering and Pedestrian Navigation—0
A Free Lunch in Generating Datasets: Building a VQG and VQA System with Attention and Humans in the Loop—0
Evaluating and Combining Name Entity Recognition Systems—0
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples—0
Evaluating and Modeling Attribution for Cross-Lingual Question Answering—0
3D Spatial Understanding in MLLMs: Disambiguation and Evaluation—0
FEUP at SemEval-2018 Task 5: An Experimental Study of a Question Answering System—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