% Key papers for Calibration and knowledge in LLM tuning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{iclr2024_wizardcoder_34555, title = {{WizardCoder: Empowering Code Large Language Models with Evol-Instruct}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18519}, } @inproceedings{cvpr2024_layoutllm_23934, title = {{LayoutLLM: Layout Instruction Tuning with Large Language Models for Document Understanding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29235}, } @inproceedings{iclr2024_mol_34520, title = {{Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18554}, } @inproceedings{neurips2021_process_63006, title = {{Process for Adapting Language Models to Society (PALMS) with Values-Targeted Datasets}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/28732}, } @inproceedings{neurips2023_gpt4tools_68791, title = {{GPT4Tools: Teaching Large Language Model to Use Tools via Self-instruction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71060}, } @inproceedings{aaai2024_ecomgpt_5793, title = {{EcomGPT: Instruction-Tuning Large Language Models with Chain-of-Task Tasks for E-commerce}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29820}, } @inproceedings{neurips2023_memory_66696, title = {{Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72931}, } @inproceedings{iclr2024_sheared_33452, title = {{Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19623}, } @inproceedings{aaai2025_calibrating_8376, title = {{Calibrating Large Language Models with Sample Consistency}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34120}, } @inproceedings{icml2024_longrope_44286, title = {{LongRoPE: Extending LLM Context Window Beyond 2 Million Tokens}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34166}, } @inproceedings{aaai2024_teaching_7509, title = {{Teaching Large Language Models to Translate with Comparison}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29920}, } @inproceedings{cvpr2025_empowering_26121, title = {{Empowering LLMs to Understand and Generate Complex Vector Graphics}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32997}, } @inproceedings{iclr2024_wildchat_33869, title = {{WildChat: 1M ChatGPT Interaction Logs in the Wild}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19206}, } @inproceedings{neurips2023_pixiu_69850, title = {{PIXIU: A Comprehensive Benchmark, Instruction Dataset and Large Language Model for Finance}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73431}, } @inproceedings{aaai2025_bridging_8316, title = {{Bridging the Gap: Enhancing LLM Performance for Low-Resource African Languages with New Benchmarks, Fine-Tuning, and Cultural Adjustments}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34996}, } @inproceedings{aaai2025_improving_9527, title = {{Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34751}, } @inproceedings{neurips2024_twin_70722, title = {{Twin-Merging: Dynamic Integration of Modular Expertise in Model Merging}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96402}, } @inproceedings{neurips2024_pediatricsgpt_72566, title = {{PediatricsGPT: Large Language Models as Chinese Medical Assistants for Pediatric Applications}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94806}, } @inproceedings{aaai2025_from_9251, title = {{From Words to Worth: Newborn Article Impact Prediction with LLM}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32106}, } @inproceedings{neurips2023_cappy_68211, title = {{Cappy: Outperforming and Boosting Large Multi-Task LMs with a Small Scorer}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71584}, } @inproceedings{neurips2024_instruction_71145, title = {{Instruction Tuning Large Language Models to Understand Electronic Health Records}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97801}, } @inproceedings{aaai2025_enhancing_8982, title = {{Enhancing Non-English Capabilities of English-Centric Large Language Models Through Deep Supervision Fine-Tuning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34594}, } @inproceedings{iclr2024_at_34165, title = {{At Which Training Stage Does Code Data Help LLMs Reasoning?}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18910}, } @inproceedings{neurips2024_prompt_70626, title = {{Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of Exemplars}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96494}, } @inproceedings{neurips2024_openmathinstruct_71789, title = {{OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97731}, }