4 papers
JTPRO: A Joint Tool-Prompt Reflective Optimization Framework for Language Agents
Sandip Ghoshal, Anshul Mittal, Jyotika Singh +9
Large language model (LLM) agents augmented with external tools often struggle as number of tools grow large and become domain-specific. In such settings, ambiguous tool descriptio…
Routesplain: Towards Faithful and Intervenable Routing for Software-related Tasks
Adam Štorek, Adam Å torek, Vikas Upadhyay +7
LLMs now tackle a wide range of software-related tasks, yet we show that their performance varies markedly both across and within these tasks. Routing user queries to the appropria…
Qualitative Insights Tool (QualIT): LLM Enhanced Topic Modeling
Satya Kapoor, Alex Gil, Sreyoshi Bhaduri +2
Topic modeling is a widely used technique for uncovering thematic structures from large text corpora. However, most topic modeling approaches e.g. Latent Dirichlet Allocation (LDA)…
Reconciling Methodological Paradigms: Employing Large Language Models as Novice Qualitative Research Assistants in Talent Management Research
Sreyoshi Bhaduri, Satya Kapoor, Alex Gil +2
Qualitative data collection and analysis approaches, such as those employing interviews and focus groups, provide rich insights into customer attitudes, sentiment, and behavior. Ho…