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 3351–3400 of 10817 papers

TitleStatusHype
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table UnderstandingCode2
Narrowing the Knowledge Evaluation Gap: Open-Domain Question Answering with Multi-Granularity Answers—0
Model Editing Harms General Abilities of Large Language Models: Regularization to the RescueCode1
The Critique of CritiqueCode1
Mixtral of ExpertsCode4
STAIR: Spatial-Temporal Reasoning with Auditable Intermediate Results for Video Question AnsweringCode0
We Need to Talk About Classification Evaluation Metrics in NLP—0
TeleChat Technical Report—0
Building Efficient and Effective OpenQA Systems for Low-Resource LanguagesCode1
GRAM: Global Reasoning for Multi-Page VQA—0
PIXAR: Auto-Regressive Language Modeling in Pixel Space—0
PeFoMed: Parameter Efficient Fine-tuning of Multimodal Large Language Models for Medical ImagingCode2
Towards ASR Robust Spoken Language Understanding Through In-Context Learning With Word Confusion Networks—0
DocGraphLM: Documental Graph Language Model for Information Extraction—0
Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General TasksCode2
ArtQuest: Countering Hidden Language Biases in ArtVQACode0
A case study of Generative AI in MSX Sales Copilot: Improving seller productivity with a real-time question-answering system for content recommendation—0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
Large Language Models for Social Networks: Applications, Challenges, and Solutions—0
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
Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers—0
Navigating Uncertainty: Optimizing API Dependency for Hallucination Reduction in Closed-Book Question Answering—0
Question-Answering Based Summarization of Electronic Health Records using Retrieval Augmented Generation—0
Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional SportsCode1
Answering from Sure to Uncertain: Uncertainty-Aware Curriculum Learning for Video Question Answering—0
Detours for Navigating Instructional Videos—0
Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode0
Glance and Focus: Memory Prompting for Multi-Event Video Question AnsweringCode1
AstroLLaMA-Chat: Scaling AstroLLaMA with Conversational and Diverse Datasets—0
GPT-4V(ision) is a Generalist Web Agent, if GroundedCode4
OpenEQA: Embodied Question Answering in the Era of Foundation Models—0
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA—0
Text-Conditioned Generative Model of 3D Strand-based Human Hairstyles—0
LL3DA: Visual Interactive Instruction Tuning for Omni-3D Understanding Reasoning and PlanningCode3
Language-aware Visual Semantic Distillation for Video Question Answering—0
On Scaling Up a Multilingual Vision and Language Model—0
DIEM: Decomposition-Integration Enhancing Multimodal Insights—0
Mask4Align: Aligned Entity Prompting with Color Masks for Multi-Entity Localization Problems—0
VISTA-LLAMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens—0
CoG-DQA: Chain-of-Guiding Learning with Large Language Models for Diagram Question Answering—0
FusionMind -- Improving question and answering with external context fusion—0
GeoGalactica: A Scientific Large Language Model in GeoscienceCode1
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM—0
LaFFi: Leveraging Hybrid Natural Language Feedback for Fine-tuning Language Models—0
ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge GraphCode0
Mitigating the Impact of False Negatives in Dense Retrieval with Contrastive Confidence RegularizationCode1
A Simple LLM Framework for Long-Range Video Question-AnsweringCode1
MIVC: Multiple Instance Visual Component for Visual-Language Models—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