Alignment of Language Agents
For artificial intelligence to be beneficial to humans the behaviour of AI agents needs to be aligned with what humans want. In this paper we discuss some behavioural issues for language agents, arising from accidental misspecification by the system designer. We highlight some ways that misspecification can occur and discuss some behavioural issues that could arise from misspecification, including deceptive or manipulative language, and review some approaches for avoiding these issues.
Code (0)
등록된 구현이 없습니다.
Similar Papers 제목 키워드 기반
AgentMisalignment: Measuring the Propensity for Misaligned Behaviour in LLM-Based Agents
As Large Language Model (LLM) agents become more widespread, associated misalignment risks increase. Prior work has examined agents' ability to enact misaligned behaviour (misalignment capability) and their compliance wi…
Large Language ModelPrompt EngineeringAlignment Tipping Process: How Self-Evolution Pushes LLM Agents Off the Rails
As Large Language Model (LLM) agents increasingly gain self-evolutionary capabilities to adapt and refine their strategies through real-world interaction, their long-term reliability becomes a critical concern. We identi…
Reinforcement LearningIs There Any Social Principle for LLM-Based Agents?
Focus on Large Language Model based agents should involve more than "human-centered" alignment or application. We argue that more attention should be paid to the agent itself and discuss the potential of establishing tai…
Language ModelingLanguage ModellingLarge Language ModelAgent Alignment in Evolving Social Norms
Agents based on Large Language Models (LLMs) are increasingly permeating various domains of human production and life, highlighting the importance of aligning them with human values. The current alignment of AI systems p…
Diagnosing Vision-and-Language Navigation: What Really Matters
Vision-and-language navigation (VLN) is a multimodal task where an agent follows natural language instructions and navigates in visual environments. Multiple setups have been proposed, and researchers apply new model arc…
DiagnosticObjectVision and Language Navigation