% References for Paper 03: Semantic Orbital Mechanics % ============================================ % OUR PRIOR WORK % ============================================ @article{jimenez2025s64, author = {Jimenez Sanchez, Juan Jacobo}, title = {S64: A Symbolic Framework for Human-AI Meaning Negotiation}, journal = {SSRN Working Paper}, year = {2025}, month = {November}, doi = {10.2139/ssrn.5895302}, url = {https://dx.doi.org/10.2139/ssrn.5895302}, note = {Paper 01. Working paper.} } @article{jimenez2025coherence, author = {Jimenez Sanchez, Juan Jacobo}, title = {The Conversational Coherence Region: Geometry of Symbolic Meaning Across Embedding Models}, journal = {Zenodo}, year = {2025}, month = {December}, doi = {10.5281/zenodo.18149380}, url = {https://doi.org/10.5281/zenodo.18149380}, note = {Paper 02.} } % ============================================ % SGI & GEOMETRIC HALLUCINATION DETECTION (MARÍN) % ============================================ @article{marin2025geometric, author = {Mar{\'\i}n, Javier}, title = {Geometric Hallucination Detection: Displacement Consistency and Semantic Grounding in RAG Systems}, journal = {arXiv preprint arXiv:2512.13771}, year = {2025}, month = {December}, note = {Introduces SGI (Semantic Grounding Index) and Displacement Consistency for hallucination detection} } % ============================================ % DAVIS - SEMANTIC FIELD EQUATIONS % ============================================ @article{davis2025field, author = {Davis, Bee Rosa}, title = {Field Equations of Semantic Coherence: Curvature and Inference in Transformer Cognition}, journal = {Zenodo}, year = {2025}, doi = {10.5281/zenodo.17771796}, url = {https://doi.org/10.5281/zenodo.17771796}, note = {Working paper. Geometric field theory of semantic coherence.} } @article{davis2025spectral, author = {Davis, Bee Rosa}, title = {Spectral Geometry of Transformer Cognition: Heat Kernel Analysis Reveals Functional Organization in Language Models}, journal = {Zenodo}, year = {2025}, doi = {10.5281/zenodo.17783723}, url = {https://doi.org/10.5281/zenodo.17783723}, note = {Preprint. Spectral/heat-kernel geometry for transformer interpretability.} } % ============================================ % BACH & SORENSEN - MACHINE CONSCIOUSNESS % ============================================ @misc{bach2025machine, author = {Bach, Joscha and Sorensen, Hikari}, title = {The Machine Consciousness Hypothesis}, year = {2025}, howpublished = {Essay (California Institute for Machine Consciousness)}, url = {https://cimc.ai/cimcHypothesis.pdf}, note = {Essay. Develops a coherence-maximization account and computationalist-functional framing.} } % ============================================ % ALIGNMENT & RLHF % ============================================ @article{christiano2017deep, author = {Christiano, Paul F. and Leike, Jan and Brown, Tom and Martic, Miljan and Legg, Shane and Amodei, Dario}, title = {Deep Reinforcement Learning from Human Preferences}, journal = {Advances in Neural Information Processing Systems}, volume = {30}, year = {2017} } @article{ouyang2022training, author = {Ouyang, Long and Wu, Jeff and Jiang, Xu and Almeida, Diogo and Wainwright, Carroll and Mishkin, Pamela and Zhang, Chong and Agarwal, Sandhini and Slama, Katarina and Ray, Alex and others}, title = {Training language models to follow instructions with human feedback}, journal = {Advances in Neural Information Processing Systems}, volume = {35}, pages = {27730--27744}, year = {2022} } @article{bai2022constitutional, author = {Bai, Yuntao and Kadavath, Saurav and Kundu, Sandipan and Askell, Amanda and Kernion, Jackson and Jones, Andy and Chen, Anna and Goldie, Anna and Mirhoseini, Azalia and McKinnon, Cameron and others}, title = {Constitutional AI: Harmlessness from AI Feedback}, journal = {arXiv preprint arXiv:2212.08073}, year = {2022} } @article{askell2021general, author = {Askell, Amanda and Bai, Yuntao and Chen, Anna and Drain, Dawn and Ganguli, Deep and Henighan, Tom and Jones, Andy and Joseph, Nicholas and Mann, Ben and DasSarma, Nova and others}, title = {A General Language Assistant as a Laboratory for Alignment}, journal = {arXiv preprint arXiv:2112.00861}, year = {2021} } % ============================================ % HALLUCINATION DETECTION % ============================================ @article{ji2023survey, author = {Ji, Ziwei and Lee, Nayeon and Frieske, Rita and Yu, Tiezheng and Su, Dan and Xu, Yan and Ishii, Etsuko and Bang, Ye Jin and Madotto, Andrea and Fung, Pascale}, title = {Survey of Hallucination in Natural Language Generation}, journal = {ACM Computing Surveys}, volume = {55}, number = {12}, pages = {1--38}, year = {2023} } @article{huang2023survey, author = {Huang, Lei and Yu, Weijiang and Ma, Weitao and Zhong, Weihong and Feng, Zhangyin and Wang, Haotian and Chen, Qianglong and Peng, Weihua and Feng, Xiaocheng and Qin, Bing and Liu, Ting}, title = {A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions}, journal = {arXiv preprint arXiv:2311.05232}, year = {2023} } % ============================================ % EMBEDDING GEOMETRY % ============================================ @inproceedings{ethayarajh2019contextual, author = {Ethayarajh, Kawin}, title = {How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings}, booktitle = {Proceedings of EMNLP-IJCNLP}, year = {2019}, pages = {55--65} } @inproceedings{mu2018allbuttop, author = {Mu, Jiaqi and Bhat, Suma and Viswanath, Pramod}, title = {All-but-the-Top: Simple and Effective Postprocessing for Word Representations}, booktitle = {Proceedings of ICLR}, year = {2018} } % ============================================ % DIALOGUE & CONVERSATION % ============================================ @article{li2016deep, author = {Li, Jiwei and Monroe, Will and Ritter, Alan and Jurafsky, Dan and Galley, Michel and Gao, Jianfeng}, title = {Deep Reinforcement Learning for Dialogue Generation}, journal = {Proceedings of EMNLP}, year = {2016}, pages = {1192--1202} } @article{see2019makes, author = {See, Abigail and Roller, Stephen and Kiela, Douwe and Weston, Jason}, title = {What Makes a Good Conversation? How Controllable Attributes Affect Human Judgments}, journal = {Proceedings of NAACL-HLT}, year = {2019}, pages = {1702--1723} } % ============================================ % HOFSTADTER - STRANGE LOOPS % ============================================ @book{hofstadter2007strange, author = {Hofstadter, Douglas R.}, title = {I Am a Strange Loop}, publisher = {Basic Books}, year = {2007}, address = {New York, NY}, note = {Develops the theory that consciousness arises from self-referential "strange loops" in cognitive systems} } @book{hofstadter1979godel, author = {Hofstadter, Douglas R.}, title = {Gödel, Escher, Bach: An Eternal Golden Braid}, publisher = {Basic Books}, year = {1979}, address = {New York, NY}, note = {Foundational work on self-reference, recursion, and the emergence of meaning from formal systems} } % ============================================ % FOUNDATIONAL WORKS % ============================================ @book{Mead1934, author = {Mead, George Herbert}, title = {Mind, Self, and Society}, publisher = {University of Chicago Press}, year = {1934}, address = {Chicago, IL} } @book{Blumer1969, author = {Blumer, Herbert}, title = {Symbolic Interactionism: Perspective and Method}, publisher = {University of California Press}, year = {1969}, address = {Berkeley, CA} } @book{Varela1991, author = {Varela, Francisco J. and Thompson, Evan and Rosch, Eleanor}, title = {The Embodied Mind: Cognitive Science and Human Experience}, publisher = {MIT Press}, year = {1991}, address = {Cambridge, MA} } % ============================================ % INFORMATION THEORY % ============================================ @article{shannon1948mathematical, author = {Shannon, Claude E.}, title = {A Mathematical Theory of Communication}, journal = {The Bell System Technical Journal}, volume = {27}, number = {3}, pages = {379--423}, year = {1948} }