| Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning | Oct 18, 2024 | MathMathematical Reasoning | —Unverified | 0 |
| BenTo: Benchmark Task Reduction with In-Context Transferability | Oct 17, 2024 | In-Context LearningMMLU | CodeCode Available | 0 |
| MIND: Math Informed syNthetic Dialogues for Pretraining LLMs | Oct 15, 2024 | GSM8KMath | —Unverified | 0 |
| G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks | Oct 15, 2024 | HumanEvalLanguage Modelling | —Unverified | 0 |
| CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning | Oct 14, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| LoLCATs: On Low-Rank Linearizing of Large Language Models | Oct 14, 2024 | MMLU | CodeCode Available | 3 |
| Divide, Reweight, and Conquer: A Logit Arithmetic Approach for In-Context Learning | Oct 14, 2024 | In-Context LearningMMLU | CodeCode Available | 0 |
| Towards Multilingual LLM Evaluation for European Languages | Oct 11, 2024 | ARCGSM8K | —Unverified | 0 |
| Upcycling Large Language Models into Mixture of Experts | Oct 10, 2024 | Mixture-of-ExpertsMMLU | —Unverified | 0 |
| Large Language Model Compression with Neural Architecture Search | Oct 9, 2024 | Instruction FollowingLanguage Modeling | —Unverified | 0 |
| MEXA: Multilingual Evaluation of English-Centric LLMs via Cross-Lingual Alignment | Oct 8, 2024 | ARCBelebele | CodeCode Available | 1 |
| Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths | Oct 7, 2024 | AttributeGSM8K | —Unverified | 0 |
| Continuous Approximations for Improving Quantization Aware Training of LLMs | Oct 6, 2024 | MMLUModel Compression | —Unverified | 0 |
| LLM-TOPLA: Efficient LLM Ensemble by Maximising Diversity | Oct 4, 2024 | DiversityEnsemble Pruning | CodeCode Available | 0 |
| CommonIT: Commonality-Aware Instruction Tuning for Large Language Models via Data Partitions | Oct 4, 2024 | Instruction FollowingMMLU | CodeCode Available | 0 |
| BrainTransformers: SNN-LLM | Oct 3, 2024 | ARCGSM8K | —Unverified | 0 |
| Efficiently Deploying LLMs with Controlled Risk | Oct 3, 2024 | MMLUTruthfulQA | —Unverified | 0 |
| Teuken-7B-Base & Teuken-7B-Instruct: Towards European LLMs | Sep 30, 2024 | ARCDiversity | —Unverified | 0 |
| SSR: Alignment-Aware Modality Connector for Speech Language Models | Sep 30, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| DoPAMine: Domain-specific Pre-training Adaptation from seed-guided data Mining | Sep 30, 2024 | Continual PretrainingDomain Adaptation | —Unverified | 0 |
| Instance-adaptive Zero-shot Chain-of-Thought Prompting | Sep 30, 2024 | GSM8KMath | —Unverified | 0 |
| Uncovering Latent Chain of Thought Vectors in Language Models | Sep 21, 2024 | ARCGSM8K | —Unverified | 0 |
| Bilingual Evaluation of Language Models on General Knowledge in University Entrance Exams with Minimal Contamination | Sep 19, 2024 | General KnowledgeMMLU | —Unverified | 0 |
| To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning | Sep 18, 2024 | MathMMLU | CodeCode Available | 1 |
| GRIN: GRadient-INformed MoE | Sep 18, 2024 | HellaSwagHumanEval | —Unverified | 0 |