% Key papers for Linguistic encoding in LLM representations (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{aaai2016_convolutional_104967,
  title = {{Convolutional Neural Networks over Tree Structures for Programming Language Processing}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2016},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/10139},
}

@inproceedings{aaai2018_senticnet_101475,
  title = {{SenticNet 5: Discovering Conceptual Primitives for Sentiment Analysis by Means of Context Embeddings}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/11559},
}

@inproceedings{aaai2018_jointly_105992,
  title = {{Jointly Extracting Event Triggers and Arguments by Dependency-Bridge RNN and Tensor-Based Argument Interaction}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/12034},
}

@inproceedings{neurips2018_incorporating_57233,
  title = {{Incorporating Context into Language Encoding Models for fMRI}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11640},
}

@inproceedings{neurips2019_interpreting_58427,
  title = {{Interpreting and improving natural-language processing (in machines) with  natural language-processing (in the brain)}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/14403},
}

@inproceedings{neurips2018_neural_57426,
  title = {{Neural Code Comprehension: A Learnable Representation of Code Semantics}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11359},
}

@inproceedings{iclr2024_language_35038,
  title = {{Language Models Represent Space and Time}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18036},
}

@inproceedings{aaai2019_interpreting_101802,
  title = {{Interpreting Deep Models for Text Analysis via Optimization and Regularization Methods}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4517},
}

@inproceedings{neurips2019_inducing_58410,
  title = {{Inducing brain-relevant bias in natural language processing models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/14337},
}

@inproceedings{neurips2020_interpretable_60101,
  title = {{Interpretable multi-timescale models for predicting fMRI responses to continuous natural speech}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/18020},
}

@inproceedings{neurips2023_scaling_66676,
  title = {{Scaling laws for language encoding models in fMRI}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/72951},
}

@inproceedings{iclr2018_neural_28701,
  title = {{Neural Language Modeling by Jointly Learning Syntax and Lexicon}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2018},
  url = {https://iclr.cc/virtual/2018/poster/124},
}

@inproceedings{aaai2017_semantic_105875,
  title = {{Semantic Parsing with Neural Hybrid Trees}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2017},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/10997},
}

@inproceedings{aaai2018_multi_105959,
  title = {{Multi-Task Learning For Parsing The Alexa Meaning Representation Language}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/12019},
}

@inproceedings{icml2022_neural_40880,
  title = {{Neural Language Models are not Born Equal to Fit Brain Data, but Training Helps}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2022},
  url = {https://icml.cc/virtual/2022/poster/18283},
}

@inproceedings{aaai2020_ls_101889,
  title = {{LS-Tree: Model Interpretation When the Data Are Linguistic}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/5749},
}

@inproceedings{iclr2023_training_32423,
  title = {{Training language models to summarize narratives improves brain alignment}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/11210},
}

@inproceedings{aaai2020_learning_102943,
  title = {{Learning to Map Frequent Phrases to Sub-Structures of Meaning Representation for Neural Semantic Parsing}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6253},
}

@inproceedings{aaai2020_just_102954,
  title = {{Just Add Functions: A Neural-Symbolic Language Model}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6264},
}

@inproceedings{aaai2016_verb_105180,
  title = {{Verb Pattern: A Probabilistic Semantic Representation on Verbs}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2016},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/10334},
}

@inproceedings{iclr2024_demystifying_35359,
  title = {{Demystifying Embedding Spaces using Large Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/17714},
}

@inproceedings{iclr2024_function_33840,
  title = {{Function Vectors in Large Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19235},
}

@inproceedings{icml2024_selfie_45037,
  title = {{SelfIE: Self-Interpretation of Large Language Model Embeddings}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33415},
}

@inproceedings{neurips2024_a_74465,
  title = {{A Polar coordinate system represents syntax in large language models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93109},
}

@inproceedings{iclr2025_spikellm_82587,
  title = {{SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/29210},
}

@inproceedings{aaai2024_narrowing_6741,
  title = {{Narrowing the Gap between Supervised and Unsupervised Sentence Representation Learning with Large Language Model}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29263},
}

@inproceedings{icml2025_automatically_46634,
  title = {{Automatically Interpreting Millions of Features in Large Language Models}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/45936},
}

@inproceedings{neurips2024_transformers_70800,
  title = {{Transformers need glasses! Information over-squashing in language tasks}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96332},
}

@inproceedings{iclr2025_from_80671,
  title = {{From Tokens to Words: On the Inner Lexicon of LLMs}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/31096},
}

@inproceedings{iclr2025_improving_81716,
  title = {{Improving Semantic Understanding in Speech Language Models via Brain-tuning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/30063},
}

@inproceedings{iclr2025_the_82692,
  title = {{The Geometry of Categorical and Hierarchical Concepts in Large Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/29106},
}

@inproceedings{icml2024_patchscopes_43495,
  title = {{Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34957},
}

@inproceedings{icml2024_characterizing_45039,
  title = {{Characterizing Large Language Model Geometry Helps Solve Toxicity Detection and Generation}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33413},
}

@inproceedings{neurips2024_confidence_70181,
  title = {{Confidence Regulation Neurons in Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96903},
}

@inproceedings{neurips2024_divergences_71153,
  title = {{Divergences between Language Models and Human Brains}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96072},
}

@inproceedings{neurips2025_geometry_76475,
  title = {{Geometry of Decision Making in Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=Jj4NdJtXwp},
}

@inproceedings{neurips2025_token_78527,
  title = {{Token Embeddings Violate the Manifold Hypothesis}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=fiXCcxGysZ},
}

@inproceedings{iclr2024_emo_33620,
  title = {{EMO: EARTH MOVER DISTANCE OPTIMIZATION FOR AUTO-REGRESSIVE LANGUAGE MODELING}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19455},
}

@inproceedings{neurips2024_fractal_73030,
  title = {{Fractal Patterns May Illuminate the Success of Next-Token Prediction}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94393},
}