| Unveiling the Secret Recipe: A Guide For Supervised Fine-Tuning Small LLMs | Dec 17, 2024 | MMLU | —Unverified | 0 |
| Bridging the Gap: Enhancing LLM Performance for Low-Resource African Languages with New Benchmarks, Fine-Tuning, and Cultural Adjustments | Dec 16, 2024 | Clinical KnowledgeCollege Medicine | CodeCode Available | 1 |
| Nanoscaling Floating-Point (NxFP): NanoMantissa, Adaptive Microexponents, and Code Recycling for Direct-Cast Compression of Large Language Models | Dec 15, 2024 | MMLUQuantization | —Unverified | 0 |
| Llama 3 Meets MoE: Efficient Upcycling | Dec 13, 2024 | Mixture-of-ExpertsMMLU | CodeCode Available | 0 |
| LLM Distillation for Efficient Few-Shot Multiple Choice Question Answering | Dec 13, 2024 | Few-Shot LearningKnowledge Distillation | —Unverified | 0 |
| HadaCore: Tensor Core Accelerated Hadamard Transform Kernel | Dec 12, 2024 | GPUMMLU | CodeCode Available | 3 |
| Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation | Dec 4, 2024 | MMLU | —Unverified | 0 |
| Nemotron-CC: Transforming Common Crawl into a Refined Long-Horizon Pretraining Dataset | Dec 3, 2024 | ARCMMLU | —Unverified | 0 |
| The Vulnerability of Language Model Benchmarks: Do They Accurately Reflect True LLM Performance? | Dec 2, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Noise Injection Reveals Hidden Capabilities of Sandbagging Language Models | Dec 2, 2024 | MMLUMultiple-choice | CodeCode Available | 0 |
| Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents | Dec 1, 2024 | Mathematical ReasoningMMLU | —Unverified | 0 |
| Simple and Provable Scaling Laws for the Test-Time Compute of Large Language Models | Nov 29, 2024 | MMLU | —Unverified | 0 |
| Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference | Nov 27, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Predicting Emergent Capabilities by Finetuning | Nov 25, 2024 | CoLAGSM8K | —Unverified | 0 |
| Learning from "Silly" Questions Improves Large Language Models, But Only Slightly | Nov 21, 2024 | EconometricsGlobal Facts | —Unverified | 0 |
| GenBFA: An Evolutionary Optimization Approach to Bit-Flip Attacks on LLMs | Nov 21, 2024 | MMLUText Generation | —Unverified | 0 |
| Real-time Adapting Routing (RAR): Improving Efficiency Through Continuous Learning in Software Powered by Layered Foundation Models | Nov 14, 2024 | Domain GeneralizationIn-Context Learning | —Unverified | 0 |
| Reasoning Robustness of LLMs to Adversarial Typographical Errors | Nov 8, 2024 | GSM8KMMLU | —Unverified | 0 |
| Watson: A Cognitive Observability Framework for the Reasoning of LLM-Powered Agents | Nov 5, 2024 | MMLU | —Unverified | 0 |
| TODO: Enhancing LLM Alignment with Ternary Preferences | Nov 2, 2024 | ARCMMLU | CodeCode Available | 0 |
| Project MPG: towards a generalized performance benchmark for LLM capabilities | Oct 28, 2024 | BenchmarkingChatbot | —Unverified | 0 |
| Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models | Oct 28, 2024 | Few-Shot LearningMMLU | CodeCode Available | 1 |
| Read-ME: Refactorizing LLMs as Router-Decoupled Mixture of Experts with System Co-Design | Oct 24, 2024 | Mixture-of-ExpertsMMLU | CodeCode Available | 1 |
| LOGO -- Long cOntext aliGnment via efficient preference Optimization | Oct 24, 2024 | GPULanguage Modeling | CodeCode Available | 1 |
| Adaptive Dense Reward: Understanding the Gap Between Action and Reward Space in Alignment | Oct 23, 2024 | GSM8KHumanEval | —Unverified | 0 |
| 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 |