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 4801–4850 of 10817 papers

TitleStatusHype
Reinforcement Learning for Conversational Question Answering over Knowledge Graph—0
Towards Efficient Methods in Medical Question Answering using Knowledge Graph EmbeddingsCode0
Uncovering the Full Potential of Visual Grounding Methods in VQACode0
Developing ChatGPT for Biology and Medicine: A Complete Review of Biomedical Question Answering—0
A Study on Large Language Models' Limitations in Multiple-Choice Question AnsweringCode0
Wikidata as a seed for Web Extraction—0
Bridging the Preference Gap between Retrievers and LLMs—0
Automated Answer Validation using Text Similarity—0
BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining—0
Generalizing Visual Question Answering from Synthetic to Human-Written Questions via a Chain of QA with a Large Language ModelCode0
How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answering—0
Hallucination Benchmark in Medical Visual Question AnsweringCode0
DCR: Divide-and-Conquer Reasoning for Multi-choice Question Answering with LLMsCode0
Reinforcement Learning for Optimizing RAG for Domain Chatbots—0
Narrowing the Knowledge Evaluation Gap: Open-Domain Question Answering with Multi-Granularity Answers—0
Answer Retrieval in Legal Community Question AnsweringCode0
We Need to Talk About Classification Evaluation Metrics in NLP—0
TeleChat Technical Report—0
STAIR: Spatial-Temporal Reasoning with Auditable Intermediate Results for Video Question AnsweringCode0
GRAM: Global Reasoning for Multi-Page VQA—0
PIXAR: Auto-Regressive Language Modeling in Pixel Space—0
Towards ASR Robust Spoken Language Understanding Through In-Context Learning With Word Confusion Networks—0
DocGraphLM: Documental Graph Language Model for Information Extraction—0
ArtQuest: Countering Hidden Language Biases in ArtVQACode0
SyCoCa: Symmetrizing Contrastive Captioners with Attentive Masking for Multimodal Alignment—0
Location Aware Modular Biencoder for Tourism Question AnsweringCode0
Joint Multi-Facts Reasoning Network For Complex Temporal Question Answering Over Knowledge Graph—0
Large Language Models for Social Networks: Applications, Challenges, and Solutions—0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
A case study of Generative AI in MSX Sales Copilot: Improving seller productivity with a real-time question-answering system for content recommendation—0
Question-Answering Based Summarization of Electronic Health Records using Retrieval Augmented Generation—0
Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers—0
Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode0
Answering from Sure to Uncertain: Uncertainty-Aware Curriculum Learning for Video Question Answering—0
Detours for Navigating Instructional Videos—0
Navigating Uncertainty: Optimizing API Dependency for Hallucination Reduction in Closed-Book Question Answering—0
AstroLLaMA-Chat: Scaling AstroLLaMA with Conversational and Diverse Datasets—0
Text-Conditioned Generative Model of 3D Strand-based Human Hairstyles—0
Mask4Align: Aligned Entity Prompting with Color Masks for Multi-Entity Localization Problems—0
Language-aware Visual Semantic Distillation for Video Question Answering—0
OpenEQA: Embodied Question Answering in the Era of Foundation Models—0
DIEM: Decomposition-Integration Enhancing Multimodal Insights—0
VISTA-LLAMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens—0
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA—0
On Scaling Up a Multilingual Vision and Language Model—0
CoG-DQA: Chain-of-Guiding Learning with Large Language Models for Diagram Question Answering—0
LaFFi: Leveraging Hybrid Natural Language Feedback for Fine-tuning Language Models—0
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM—0
FusionMind -- Improving question and answering with external context fusion—0
ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge GraphCode0
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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