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 4851–4900 of 10817 papers

TitleStatusHype
KGI: An Integrated Framework for Knowledge Intensive Language Tasks—0
Inducing Latent Semantic Relations for Structured Distributional Semantics—0
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation—0
Inducing Script Structure from Crowdsourced Event Descriptions via Semi-Supervised Clustering—0
CREPE: Coordinate-Aware End-to-End Document Parser—0
Generating and Evaluating Explanations of Attended and Error-Inducing Input Regions for VQA Models—0
Improving Twitter Named Entity Recognition using Word Representations—0
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs—0
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs—0
Inference to the Best Explanation in Large Language Models—0
Inferring Binary Relation Schemas for Open Information Extraction—0
An Analysis of Causality between Events and its Relation to Temporal Information—0
COVIDRead: A Large-scale Question Answering Dataset on COVID-19—0
Improving the Question Answering Quality using Answer Candidate Filtering based on Natural-Language Features—0
AttentionRNN: A Structured Spatial Attention Mechanism—0
KEYword based Sampling (KEYS) for Large Language Models—0
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering—0
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation—0
Information Discovery in e-Commerce—0
Information Extraction From Co-Occurring Similar Entities—0
Information Extraction from Documents: Question Answering vs Token Classification in real-world setups—0
Information Extraction over Structured Data: Question Answering with Freebase—0
Information Gathering in Networks via Active Exploration—0
Information Navigation System Based on POMDP that Tracks User Focus—0
Attention Overlap Is Responsible for The Entity Missing Problem in Text-to-image Diffusion Models!—0
Informing clinical assessment by contextualizing post-hoc explanations of risk prediction models in type-2 diabetes—0
Improving Temporal Relation Extraction with Training Instance Augmentation—0
Improving TCM Question Answering through Tree-Organized Self-Reflective Retrieval with LLMs—0
ACE-M^3: Automatic Capability Evaluator for Multimodal Medical Models—0
Improving Span-based Question Answering Systems with Coarsely Labeled Data—0
Improving Skin Condition Classification with a Visual Symptom Checker Trained using Reinforcement Learning—0
Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks—0
Improving Skin Condition Classification with a Question Answering Model—0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
Improving Semantic Parsing via Answer Type Inference—0
Innovative Bert-based Reranking Language Models for Speech Recognition—0
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning—0
CourseGPT-zh: an Educational Large Language Model Based on Knowledge Distillation Incorporating Prompt Optimization—0
Insect-Foundation: A Foundation Model and Large Multimodal Dataset for Vision-Language Insect Understanding—0
InsertGNN: Can Graph Neural Networks Outperform Humans in TOEFL Sentence Insertion Problem?—0
KeyVideoLLM: Towards Large-scale Video Keyframe Selection—0
Improving Retrieval for RAG based Question Answering Models on Financial Documents—0
CourseAssist: Pedagogically Appropriate AI Tutor for Computer Science Education—0
A Discourse-Annotated Corpus of Conjoined VPs—0
Keynote: Graph-based Approaches for Spoken Language Understanding—0
Keyphrase Extraction in Scientific Articles: A Supervised Approach—0
Instance-Level Trojan Attacks on Visual Question Answering via Adversarial Learning in Neuron Activation Space—0
Instant Answering in E-Commerce Buyer-Seller Messaging using Message-to-Question Reformulation—0
Keyword-Aware Relative Spatio-Temporal Graph Networks for Video Question Answering—0
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings—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