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 301–350 of 10817 papers

TitleStatusHype
From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement LearningCode1
Exploring The Visual Feature Space for Multimodal Neural DecodingCode0
LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval—0
TinyDrive: Multiscale Visual Question Answering with Selective Token Routing for Autonomous Driving—0
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart UnderstandingCode0
SNAP: A Benchmark for Testing the Effects of Capture Conditions on Fundamental Vision TasksCode0
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization—0
Set-LLM: A Permutation-Invariant LLM—0
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning—0
Traveling Across Languages: Benchmarking Cross-Lingual Consistency in Multimodal LLMsCode0
Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization—0
Visual Instruction Bottleneck Tuning—0
RAVENEA: A Benchmark for Multimodal Retrieval-Augmented Visual Culture UnderstandingCode0
Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering—0
AutoRev: Automatic Peer Review System for Academic Research Papers—0
Toward Effective Reinforcement Learning Fine-Tuning for Medical VQA in Vision-Language Models—0
Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks—0
QA-prompting: Improving Summarization with Large Language Models using Question-AnsweringCode0
Texts or Images? A Fine-grained Analysis on the Effectiveness of Input Representations and Models for Table Question AnsweringCode0
Domain Adaptation of VLM for Soccer Video Understanding—0
Memory-Centric Embodied Question Answer—0
Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method—0
Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency—0
VoQA: Visual-only Question AnsweringCode0
Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation—0
HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing—0
Debating for Better Reasoning: An Unsupervised Multimodal Approach—0
The Hallucination Tax of Reinforcement Finetuning—0
YESciEval: Robust LLM-as-a-Judge for Scientific Question Answering—0
Abacus: A Cost-Based Optimizer for Semantic Operator Systems—0
Exploring Jailbreak Attacks on LLMs through Intent Concealment and Diversion—0
AMAQA: A Metadata-based QA Dataset for RAG Systems—0
Q^2Forge: Minting Competency Questions and SPARQL Queries for Question-Answering Over Knowledge Graphs—0
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification—0
A Case Study of Cross-Lingual Zero-Shot Generalization for Classical Languages in LLMsCode0
Rethinking Predictive Modeling for LLM Routing: When Simple kNN Beats Complex Learned Routers—0
AGI-Elo: How Far Are We From Mastering A Task?Code1
SurveillanceVQA-589K: A Benchmark for Comprehensive Surveillance Video-Language Understanding with Large Models—0
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models—0
ORQA: A Benchmark and Foundation Model for Holistic Operating Room Modeling—0
Understanding Complexity in VideoQA via Visual Program Generation—0
Reasoning-OCR: Can Large Multimodal Models Solve Complex Logical Reasoning Problems from OCR Cues?Code1
The Hidden Structure -- Improving Legal Document Understanding Through Explicit Text Formatting—0
KIT's Offline Speech Translation and Instruction Following Submission for IWSLT 2025—0
Learnware of Language Models: Specialized Small Language Models Can Do BigCode2
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice—0
RAGXplain: From Explainable Evaluation to Actionable Guidance of RAG Pipelines—0
Disambiguation in Conversational Question Answering in the Era of LLM: A Survey—0
GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment—0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering—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