SORT adds a repair update for all-wrong prompts without changing rollout generation: it derives a plan from the reference solution, compares token probabilities with and without that plan, and gives higher weight to tokens that become more predictable under plan conditioning.
A. Duc, Tien-Phat Nguyen, T. Nguyen et al.· arXiv.org· 1 citation
HyperProve is proposed, a retrieval-augmented QA framework that addresses the challenge of multi-hop question answering by coupling question decomposition with answer-conditioned expansion over a hypergraph of atomic facts.
An Nguyen Phu, Dung Nguyen Quang, An Hieu Luu et al.· 0 citations
CrossCoder is proposed, a cross-repository code generation framework that explicitly incorporates external libraries into the retrieval context through a unified knowledge graph over repository and library entities that consistently improves both functional correctness and robustness to dependency-version changes.
Minh Le-Anh, Nam Le Hai, Quyen Tran et al.· 0 citations
This work replaces the Jensen-Shannon Divergence routing with C_struct, a structural proxy that measures mass at Vertical-Slash compatible positions and reproduces JSD's routing decisions while eliminating both the pooled matmul and subsequent KL divergence overhead.
H. Nguyen, Chien Van Nguyen, Franck Dernoncourt et al.· 0 citations
XREPOTEST is introduced, a multilingual repository-level benchmark for unit test generation spanning five underexplored languages: Rust, Go, Julia, PHP, and Ruby, and Invocation Rate is proposed to assess whether generated tests meaningfully exercise the intended functionality.
L. Dung, Dong Cao Van, Nam Le Hai et al.· 1 citation
O CTOPUS is proposed, a framework that confers fixed-memory inference onto pretrained Transform-ers without the information loss of linearization and outperforms state-of-the-art linearized baselines on the GSM8K benchmark, demonstrating that learned sparse retention serves as an effective regular-izer for long-horizon...
C. Nguyen, Ryan A. Rossi, L. Van et al.· Annual Meeting of the Associ...· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.
