--- title: "Evaluating LLMs in the Context of a Functional Programming Course: A Comprehensive Study" url: https://daily.dev/posts/evaluating-llms-in-the-context-of-a-functional-programming-course-a-comprehensive-study-yuiyexglq source_url: https://programming-journal.org/2026/11/5/ type: article source: "The Programming Journal" published: 2026-03-05T19:46:36.712Z updated: 2026-03-05T19:46:55.741Z tags: ["llm", "functional-programming", "ocaml"] reading_time: 2 upvotes: 1 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Evaluating LLMs in the Context of a Functional Programming Course: A Comprehensive Study **[The Programming Journal](https://daily.dev/sources/programming-journal)** · 2 min read · 1 upvotes · 0 comments ## Summary A research study evaluates 9 state-of-the-art LLMs in the context of a functional programming course using OCaml, a low-resource language. Three benchmarks were created: λCodeGen (homework programming problems), λRepair (programs with syntax/type/logical errors from student submissions), and λExplain (theoretical concept questions). Results show top LLMs perform well overall but solve fewer problems in OCaml compared to Python/Java. LLMs excel at fixing syntax and type errors and answering basic conceptual questions. The benchmarks aim to help instructors, students, and PL researchers understand LLM limitations and opportunities for improvement in low-resource language settings. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [A Foundational Guide to Evaluation of LLM Apps](https://daily.dev/posts/a-foundational-guide-to-evaluation-of-llm-apps-lrrb9l3mj) · Daily Dose of Data Science \| Avi Chawla \| Substack · 3 upvotes · 0 comments - [A Foundational Guide to Evaluation of LLM Apps \(Part B\)](https://daily.dev/posts/a-foundational-guide-to-evaluation-of-llm-apps-part-b--3sqjl7bhv) · Daily Dose of Data Science \| Avi Chawla \| Substack · 1 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#functional-programming](https://daily.dev/tags/functional-programming), [#ocaml](https://daily.dev/tags/ocaml) [View this post on daily.dev](https://daily.dev/posts/evaluating-llms-in-the-context-of-a-functional-programming-course-a-comprehensive-study-yuiyexglq)