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Formal mathematical reasoning: A new frontier in ai
K Yang, G Poesia, J He, W Li, K Lauter… - ar** formally verified code generation through self-improving translation and treefinement
Automated code generation with large language models has gained significant traction, but
there remains no guarantee on the correctness of generated code. We aim to use formal …
there remains no guarantee on the correctness of generated code. We aim to use formal …
GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity?
Long-context large language models (LLMs) have recently shown strong performance in
information retrieval and long-document QA. However, to tackle the most challenging …
information retrieval and long-document QA. However, to tackle the most challenging …
Building A Proof-Oriented Programmer That Is 64% Better Than GPT-4o Under Data Scarsity
D Zhang, J Wang, T Sun - arxiv preprint arxiv:2502.11901, 2025 - arxiv.org
Existing LMs struggle with proof-oriented programming due to data scarcity, which manifest
in two key ways:(1) a lack of sufficient corpora for proof-oriented programming languages …
in two key ways:(1) a lack of sufficient corpora for proof-oriented programming languages …
dafny-annotator: AI-Assisted Verification of Dafny Programs
Formal verification has the potential to drastically reduce software bugs, but its high
additional cost has hindered large-scale adoption. While Dafny presents a promise to …
additional cost has hindered large-scale adoption. While Dafny presents a promise to …
Dafny as Verification-Aware Intermediate Language for Code Generation
Using large language models (LLMs) to generate source code from natural language
prompts is a popular and promising idea with a wide range of applications. One of its …
prompts is a popular and promising idea with a wide range of applications. One of its …
Automated Program Repair of Arithmetic Programs in Dafny using Large Language Models
V Wu - 2024 - search.proquest.com
Automated Program Repair of Arithmetic Programs in Dafny using Large Language Models
Page 1 FACULDADE DE ENGENHARIA DA UNIVERSIDADE DO PORTO Automated Program …
Page 1 FACULDADE DE ENGENHARIA DA UNIVERSIDADE DO PORTO Automated Program …