Papers4

#agentic systems

Steering LLMs via Scalable Interactive Oversight

The paper tackles a common problem: people can ask AI to do big, complex tasks, but they can’t always explain exactly what they want or check the results well.

#scalable oversight#interactive alignment#requirement elicitation

Not triaged yet

Why LLMs Aren't Scientists Yet: Lessons from Four Autonomous Research Attempts

Intermediate

Dhruv Trehan, Paras ChopraJan 6arXiv

The authors built a simple six-agent system to see if today’s AI models could plan, run, and write a research paper mostly on their own.

#autonomous research pipeline#implementation drift#training data bias

Not triaged yet

An Information Theoretic Perspective on Agentic System Design

Intermediate

Shizhe He, Avanika Narayan et al.Dec 25arXiv

The paper shows that many AI systems work best when a small 'compressor' model first shrinks long text into a short, info-packed summary and a bigger 'predictor' model then reasons over that summary.

#agentic systems#compressor-predictor#mutual information

Not triaged yet

Does It Tie Out? Towards Autonomous Legal Agents in Venture Capital

Intermediate

Pierre Colombo, Malik Boudiaf et al.Dec 21arXiv

Capitalization tie-out checks if a company’s ownership table truly matches what its legal documents say.

#capitalization tie-out#dataroom#cap table verification

Not triaged yet