6 papers
Dual Dimensionality for Local and Global Attention
Zhiyuan Wang, Xuan Luo, Sirui Zeng +1
Decoder-only Transformers compute attention over the KV cache of preceding tokens. Keys (and Values) are typically represented with the same dimensionality, regardless of its dista…
Bridging Natural Language and Interactive What-If Interfaces via LLM-Generated Declarative Specification
Sneha Gathani, Sirui Zeng, Diya Patel +5
What-if analysis (WIA) is an iterative, multi-step process where users explore and compare hypothetical scenarios by adjusting parameters, applying constraints, and scoping data th…
PRAXA: A Grammar for What-If Analysis
Sneha Gathani, Kevin Li, Raghav Thind +5
What-if analysis is widely used to explore hypothetical scenarios and evaluate alternative pathways to desired results. However, current approaches are fragmented: systems implemen…
ADL: A Declarative Language for Agent-Based Chatbots
Sirui Zeng, Xifeng Yan
There are numerous frameworks capable of creating and orchestrating agents to address complex tasks. However, most of them highly coupled Python programming with agent declaration,…
SOPBench: Evaluating Language Agents at Following Standard Operating Procedures and Constraints
Zekun Li, Shinda Huang, Jiangtian Wang +8
As language agents increasingly automate critical tasks, their ability to follow domain-specific standard operating procedures (SOPs), policies, and constraints when taking actions…
Learning to Lie: Reinforcement Learning Attacks Damage Human-AI Teams and Teams of LLMs
Abed Kareem Musaffar, Anand Gokhale, Sirui Zeng +4
As artificial intelligence (AI) assistants become more widely adopted in safety-critical domains, it becomes important to develop safeguards against potential failures or adversari…