SOTAVerified

Response Generation

A task where an agent should play the $DE$ role and generate a text to respond to a $P$ message.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 914 papers

TitleStatusHype
Disambiguation-Centric Finetuning Makes Enterprise Tool-Calling LLMs More Realistic and Less Risky—0
Knowledge Augmented Finetuning Matters in both RAG and Agent Based Dialog Systems—0
SAFEx: Analyzing Vulnerabilities of MoE-Based LLMs via Stable Safety-critical Expert Identification—0
From What to Respond to When to Respond: Timely Response Generation for Open-domain Dialogue AgentsCode0
Improving Factuality for Dialogue Response Generation via Graph-Based Knowledge Augmentation—0
CIIR@LiveRAG 2025: Optimizing Multi-Agent Retrieval Augmented Generation through Self-TrainingCode0
AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders—0
OmniResponse: Online Multimodal Conversational Response Generation in Dyadic Interactions—0
Enhancing LLMs' Reasoning-Intensive Multimedia Search Capabilities through Fine-Tuning and Reinforcement Learning—0
Retrieval Augmented Generation-based Large Language Models for Bridging Transportation Cybersecurity Legal Knowledge Gaps—0
Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement LearningCode1
DecoupledESC: Enhancing Emotional Support Generation via Strategy-Response Decoupled Preference Optimization—0
Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization—0
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
DecIF: Improving Instruction-Following through Meta-Decomposition—0
Void in Language ModelsCode0
Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges—0
ProDS: Preference-oriented Data Selection for Instruction Tuning—0
Multi-Armed Bandits Meet Large Language Models—0
Neuro-Symbolic Query CompilerCode1
DIF: A Framework for Benchmarking and Verifying Implicit Bias in LLMs—0
GE-Chat: A Graph Enhanced RAG Framework for Evidential Response Generation of LLMs—0
Personalizing Large Language Models using Retrieval Augmented Generation and Knowledge GraphCode0
PIPA: A Unified Evaluation Protocol for Diagnosing Interactive Planning Agents—0
Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object PerceptionCode1
Deep Learning Characterizes Depression and Suicidal Ideation from Eye Movements—0
PICO: Secure Transformers via Robust Prompt Isolation and Cybersecurity Oversight—0
Auto-SLURP: A Benchmark Dataset for Evaluating Multi-Agent Frameworks in Smart Personal AssistantCode0
Beyond Whole Dialogue Modeling: Contextual Disentanglement for Conversational Recommendation—0
LegalRAG: A Hybrid RAG System for Multilingual Legal Information Retrieval—0
Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Reliable Response Generation in the Wild—0
MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender SystemsCode1
The Quantum LLM: Modeling Semantic Spaces with Quantum Principles—0
SafeChat: A Framework for Building Trustworthy Collaborative Assistants and a Case Study of its UsefulnessCode0
RS-RAG: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model—0
AGITB: A Signal-Level Benchmark for Evaluating Artificial General IntelligenceCode0
Hawkeye:Efficient Reasoning with Model Collaboration—0
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation—0
When LLM Therapists Become Salespeople: Evaluating Large Language Models for Ethical Motivational Interviewing—0
Firm or Fickle? Evaluating Large Language Models Consistency in Sequential Interactions—0
Clean & Clear: Feasibility of Safe LLM Clinical Guidance—0
DEMENTIA-PLAN: An Agent-Based Framework for Multi-Knowledge Graph Retrieval-Augmented Generation in Dementia Care—0
CoMAC: Conversational Agent for Multi-Source Auxiliary Context with Sparse and Symmetric Latent InteractionsCode0
Mitigating Reward Over-Optimization in RLHF via Behavior-Supported Regularization—0
GINGER: Grounded Information Nugget-Based Generation of ResponsesCode0
Conversational User-AI Intervention: A Study on Prompt Rewriting for Improved LLM Response Generation—0
Relevance Isn't All You Need: Scaling RAG Systems With Inference-Time Compute Via Multi-Criteria RerankingCode13
FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAGCode0
Intent-Aware Self-Correction for Mitigating Social Biases in Large Language Models—0
Attentive Reasoning Queries: A Systematic Method for Optimizing Instruction-Following in Large Language ModelsCode11
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All datasetsSIMMC2.0ArgSciChatMMConv

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PaCEBLEU34.1—Unverified
2BART-largeBLEU33.1—Unverified
3BART-baseBLEU29.4—Unverified
4MTNBLEU21.7—Unverified
5GPT-2BLEU19.2—Unverified
#ModelMetricClaimedVerifiedStatus
1LED(Q,F)Message-F119.54—Unverified
2LED(Q,P,H)Message-F116.14—Unverified
3LED(Q,P)Message-F114.25—Unverified
#ModelMetricClaimedVerifiedStatus
1PaCEBLEU22—Unverified
2SimpleTODBLEU20.3—Unverified