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 3351–3375 of 10817 papers

TitleStatusHype
AlignFormer: Modality Matching Can Achieve Better Zero-shot Instruction-Following Speech-LLM—0
Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring TasksCode0
Unlocking Video-LLM via Agent-of-Thoughts Distillation—0
Understanding the World's Museums through Vision-Language ReasoningCode0
Medchain: Bridging the Gap Between LLM Agents and Clinical Practice through Interactive Sequential Benchmarking—0
SEAL: Semantic Attention Learning for Long Video Representation—0
Mastering Board Games by External and Internal Planning with Language Models—0
Improving Vietnamese Legal Document Retrieval using Synthetic Data—0
Learn to Unlearn: Meta-Learning-Based Knowledge Graph Embedding Unlearning—0
KnowledgePrompts: Exploring the Abilities of Large Language Models to Solve Proportional Analogies via Knowledge-Enhanced PromptingCode0
Uhura: A Benchmark for Evaluating Scientific Question Answering and Truthfulness in Low-Resource African Languages—0
Generative Language Models Potential for Requirement Engineering Applications: Insights into Current Strengths and Limitations—0
DynRank: Improving Passage Retrieval with Dynamic Zero-Shot Prompting Based on Question Classification—0
Actions and Objects Pathways for Domain Adaptation in Video Question Answering—0
STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training—0
Unimib Assistant: designing a student-friendly RAG-based chatbot for all their needs—0
Perception Test 2024: Challenge Summary and a Novel Hour-Long VideoQA Benchmark—0
DLaVA: Document Language and Vision Assistant for Answer Localization with Enhanced Interpretability and TrustworthinessCode0
SURE-VQA: Systematic Understanding of Robustness Evaluation in Medical VQA TasksCode0
TQA-Bench: Evaluating LLMs for Multi-Table Question Answering with Scalable Context and Symbolic ExtensionCode0
COLD: Causal reasOning in cLosed Daily activitiesCode0
Beyond Logit Lens: Contextual Embeddings for Robust Hallucination Detection & Grounding in VLMs—0
DIESEL -- Dynamic Inference-Guidance via Evasion of Semantic Embeddings in LLMs—0
Sparse Attention Vectors: Generative Multimodal Model Features Are Discriminative Vision-Language Classifiers—0
Overview of TREC 2024 Biomedical Generative Retrieval (BioGen) Track—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