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 6701–6750 of 10817 papers

TitleStatusHype
LaFFi: Leveraging Hybrid Natural Language Feedback for Fine-tuning Language Models—0
Multi-Passage Machine Reading Comprehension with Cross-Passage Answer Verification—0
Label Embedding for Zero-shot Fine-grained Named Entity Typing—0
Design and Development of Rule-based open-domain Question-Answering System on SQuAD v2.0 Dataset—0
Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks—0
Multiple Abstraction Level Retrieve Augment Generation—0
Backpropagation-Free Multi-modal On-Device Model Adaptation via Cloud-Device Collaboration—0
A Neural Approach to KGQA via SPARQL Silhouette Generation—0
Adversarial and Safely Scaled Question Generation—0
Multi-Query Focused Disaster Summarization via Instruction-Based Prompting—0
Towards Understanding Domain Adapted Sentence Embeddings for Document Retrieval—0
3D Concept Grounding on Neural Fields—0
REVISION: Rendering Tools Enable Spatial Fidelity in Vision-Language Models—0
Labeled Alignment for Recognizing Textual Entailment—0
Desiderata for the Context Use of Question Answering Systems—0
Label Dependent Deep Variational Paraphrase Generation—0
LABDA at the 2016 BioASQ challenge task 4a: Semantic Indexing by using ElasticSearch—0
Description Logics based Formalization of Wh-Queries—0
Kwame for Science: An AI Teaching Assistant Based on Sentence-BERT for Science Education in West Africa—0
Kwame: A Bilingual AI Teaching Assistant for Online SuaCode Courses—0
Multi-Sentence Compression with Word Vertex-Labeled Graphs and Integer Linear Programming—0
Description Based Text Classification with Reinforcement Learning—0
An Entity-Based approach to Answering Recurrent and Non-Recurrent Questions with Past Answers—0
Multi-source named entity typing for social media—0
KVQA: Knowledge-Aware Visual Question Answering—0
Backdooring Vision-Language Models with Out-Of-Distribution Data—0
KV-Distill: Nearly Lossless Learnable Context Compression for LLMs—0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description—0
KunLunBaizeRAG: Reinforcement Learning Driven Inference Performance Leap for Large Language Models—0
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents—0
An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism—0
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs—0
K-SRL: Instance-based Learning for Semantic Role Labeling—0
Multi-style Generative Reading Comprehension—0
Dependent Gated Reading for Cloze-Style Question Answering—0
KSR: A Semantic Representation of Knowledge Graph within a Novel Unsupervised Paradigm—0
KS-LLM: Knowledge Selection of Large Language Models with Evidence Document for Question Answering—0
Dependency Parsing: Past, Present, and Future—0
KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models—0
KSG: Knowledge and Skill Graph—0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach—0
Multi-task Learning of Hierarchical Vision-Language Representation—0
KSAnswer: Question-answering System of Kangwon National University and Sogang University in the 2016 BioASQ Challenge—0
Multitask Learning with Deep Neural Networks for Community Question Answering—0
Dependency Extraction for Knowledge-based Domain Classification—0
Multi-task Retrieval for Knowledge-Intensive Tasks—0
Multi-task Sentence Encoding Model for Semantic Retrieval in Question Answering Systems—0
An Ensemble Approach to Question Classification: Integrating Electra Transformer, GloVe, and LSTM—0
KOSMOS-2.5: A Multimodal Literate Model—0
KOSAC: A Full-Fledged Korean Sentiment Analysis Corpus—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