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 5351–5400 of 10817 papers

TitleStatusHype
A Corpus to Learn Refer-to-as Relations for Nominals—0
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis—0
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering—0
Boosting Conversational Question Answering with Fine-Grained Retrieval-Augmentation and Self-Check—0
Efficient Multi-modal Large Language Models via Visual Token Grouping—0
Efficient Multi-Agent Collaboration with Tool Use for Online Planning in Complex Table Question Answering—0
Book Reviews: Recognizing Textual Entailment: Models and Applications by Ido Dagan, Dan Roth, Mark Sammons and Fabio Massimo Zanzotto—0
Answering Elementary Science Questions by Constructing Coherent Scenes using Background Knowledge—0
Efficient Motion-Aware Video MLLM—0
Efficient Models for the Detection of Hate, Abuse and Profanity—0
Book Review: Linked Lexical Knowledge Bases Foundations and Applications by Iryna Gurevych, Judith Eckle-er and Michael Matuschek—0
Efficient Meta Lifelong-Learning with Limited Memory—0
Book Review: Interactive Multi-Modal Question-Answering by Antal van den Bosch and Gosse Bouma—0
Efficiently Embedding Dynamic Knowledge Graphs—0
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning—0
EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models—0
EfficientLLaVA:Generalizable Auto-Pruning for Large Vision-language Models—0
BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining—0
Answering Conversational Questions on Structured Data without Logical Forms—0
Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents—0
A Corpus of Natural Language for Visual Reasoning—0
A2P-MANN: Adaptive Attention Inference Hops Pruned Memory-Augmented Neural Networks—0
Efficient Language Modeling with Sparse all-MLP—0
Efficient Knowledge Infusion via KG-LLM Alignment—0
BluLab: Temporal Information Extraction for the 2015 Clinical TempEval Challenge—0
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture—0
Efficient In-Domain Question Answering for Resource-Constrained Environments—0
BloombergGPT: A Large Language Model for Finance—0
Answering Complicated Question Intents Expressed in Decomposed Question Sequences—0
Efficient Global Learning of Entailment Graphs—0
Efficient Few-Shot Continual Learning in Vision-Language Models—0
EfficientEQA: An Efficient Approach for Open Vocabulary Embodied Question Answering—0
Block Skim Transformer for Efficient Question Answering—0
AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments—0
Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies—0
Efficient Deployment of Conversational Natural Language Interfaces over Databases—0
Blocks as Probes: Dissecting Categorization Ability of Large Multimodal Models—0
HPE:Answering Complex Questions over Text by Hybrid Question Parsing and Execution—0
Efficient crowdsourcing of crowd-generated microtasks—0
Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive-k—0
Efficient Bilinear Attention-based Fusion for Medical Visual Question Answering—0
Answering Complex Questions by Combining Information from Curated and Extracted Knowledge Bases—0
Agent-Based Detection and Resolution of Incompleteness and Ambiguity in Interactions with Large Language Models—0
A corpus of general and specific sentences from news—0
Efficient and Interpretable Neural Models for Entity Tracking—0
Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction—0
Efficiency in Focus: LayerNorm as a Catalyst for Fine-tuning Medical Visual Language Pre-trained Models—0
Efficiency-aware Answering of Compositional Questions using Answer Type Prediction—0
Effects of Prompt Length on Domain-specific Tasks for Large Language Models—0
Effects of Locality and Rule Language on Explanations for 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