SOTAVerified

Instruction Following

Instruction following is the basic task of the model. This task is dedicated to evaluating the ability of the large model to follow human instructions. It is hoped that the model can generate controllable and safe answers.

Papers

Showing 10511075 of 1135 papers

TitleStatusHype
Instruction Mining: Instruction Data Selection for Tuning Large Language Models0
Becoming self-instruct: introducing early stopping criteria for minimal instruct tuning0
Goal Representations for Instruction Following: A Semi-Supervised Language Interface to Control0
KITE: Keypoint-Conditioned Policies for Semantic Manipulation0
CorNav: Autonomous Agent with Self-Corrected Planning for Zero-Shot Vision-and-Language Navigation0
"Are you telling me to put glasses on the dog?'' Content-Grounded Annotation of Instruction Clarification Requests in the CoDraw Dataset0
Controllable Text-to-Image Generation with GPT-40
A Reminder of its Brittleness: Language Reward Shaping May Hinder Learning for Instruction Following AgentsCode0
SAIL: Search-Augmented Instruction Learning0
A Monte Carlo Language Model Pipeline for Zero-Shot Sociopolitical Event Extraction0
Multi-Task Instruction Tuning of LLaMa for Specific Scenarios: A Preliminary Study on Writing Assistance0
Multimodal Web Navigation with Instruction-Finetuned Foundation Models0
Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach0
Knowledge-enhanced Agents for Interactive Text Games0
Accessible Instruction-Following Agent0
Retrieval Augmented Chest X-Ray Report Generation using OpenAI GPT models0
Plan, Eliminate, and Track -- Language Models are Good Teachers for Embodied Agents0
A Comparative Study between Full-Parameter and LoRA-based Fine-Tuning on Chinese Instruction Data for Instruction Following Large Language Model0
Embodied Concept Learner: Self-supervised Learning of Concepts and Mapping through Instruction Following0
ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models0
Instruction Clarification Requests in Multimodal Collaborative Dialogue Games: Tasks, and an Analysis of the CoDraw DatasetCode0
Natural Language-conditioned Reinforcement Learning with Inside-out Task Language Development and Translation0
Exploiting Programmatic Behavior of LLMs: Dual-Use Through Standard Security Attacks0
Distilling Internet-Scale Vision-Language Models into Embodied Agents0
Multimodal Sequential Generative Models for Semi-Supervised Language Instruction Following0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AutoIF (Llama3 70B)Inst-level loose-accuracy90.4Unverified
2AutoIF (Qwen2 72B)Inst-level loose-accuracy88Unverified
3GPT-4Inst-level loose-accuracy85.37Unverified
4PaLM 2 SInst-level loose-accuracy59.11Unverified