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diff --git a/chapter-3.tex b/chapter-3.tex
diff --git a/images/Intent_Scanpath_Figure.pdf b/images/Intent_Scanpath_Figure.pdf
diff --git a/images/intent-scantextgan-saliency.pdf b/images/intent-scantextgan-saliency.pdf
diff --git a/images/intent-scantextgan-scanpaths-3.pdf b/images/intent-scantextgan-scanpaths-3.pdf
diff --git a/images/scanpath_model_6.pdf b/images/scanpath_model_6.pdf
diff --git a/images/scanpath_plot_combined_sent_5.png b/images/scanpath_plot_combined_sent_5.png
diff --git a/images/scanpath_sample_7.pdf b/images/scanpath_sample_7.pdf
diff --git a/ref.bib b/ref.bib
@@ -2624,14 +2624,7 @@ @book{osgood1957measurement
  publisher = {University of Illinois press},
  number = 47
 }
-@article{ouyang2022training,
- title = {Training language models to follow instructions with human feedback},
- author = {Ouyang, Long and Wu, Jeffrey 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},
- year = 2022,
- journal = {Advances in Neural Information Processing Systems},
- volume = 35,
- pages = {27730--27744}
-}
+
 @inproceedings{pang-lee-2004-sentimental,
  title = {A Sentimental Education: Sentiment Analysis Using Subjectivity Summarization Based on Minimum Cuts},
  author = {Pang, Bo and Lee, Lillian},
@@ -3833,6 +3826,138 @@ @inproceedings{barrett-etal-2016-cross
  address = {Osaka, Japan},
  pages = {1330--1339},
  url = {https://aclanthology.org/C16-1126}
+}@article{christiano2017deep,
+ title={Deep reinforcement learning from human preferences},
+ author={Christiano, Paul F and Leike, Jan and Brown, Tom and Martic, Miljan and Legg, Shane and Amodei, Dario},
+ journal={Advances in neural information processing systems},
+ volume={30},
+ year={2017}
+}@article{wu2021recursively,
+ title={Recursively summarizing books with human feedback},
+ author={Wu, Jeff and Ouyang, Long and Ziegler, Daniel M and Stiennon, Nisan and Lowe, Ryan and Leike, Jan and Christiano, Paul},
+ journal={arXiv preprint arXiv:2109.10862},
+ year={2021}
+}@article{ouyang2022training,
+ title={Training language models to follow instructions with human feedback},
+ author={Ouyang, Long and Wu, Jeff and Jiang, Xu and Almeida, Diogo and Wainwright, Carroll L and Mishkin, Pamela and Zhang, Chong and Agarwal, Sandhini and Slama, Katarina and Ray, Alex and others},
+ journal={arXiv preprint arXiv:2203.02155},
+ year={2022}
+}@inproceedings{joshi-etal-2015-harnessing,
+ title = "Harnessing Context Incongruity for Sarcasm Detection",
+ author = "Joshi, Aditya and
+ Sharma, Vinita and
+ Bhattacharyya, Pushpak",
+ booktitle = "Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 2: Short Papers)",
+ month = jul,
+ year = "2015",
+ address = "Beijing, China",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/P15-2124",
+ doi = "10.3115/v1/P15-2124",
+ pages = "757--762",
+}
+@article{bai2022training,
+ title={Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback},
+ author={Bai, Yuntao and Jones, Andy and Ndousse, Kamal and Askell, Amanda and Chen, Anna and DasSarma, Nova and Drain, Dawn and Fort, Stanislav and Ganguli, Deep and Henighan, Tom and others},
+ journal={arXiv preprint arXiv:2204.05862},
+ year={2022}
+}@inproceedings{ren-xiong-2021-cogalign,
+ title = "{C}og{A}lign: Learning to Align Textual Neural Representations to Cognitive Language Processing Signals",
+ author = "Ren, Yuqi and
+ Xiong, Deyi",
+ booktitle = "Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)",
+ month = aug,
+ year = "2021",
+ address = "Online",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/2021.acl-long.291",
+ doi = "10.18653/v1/2021.acl-long.291",
+ pages = "3758--3769",
+}@inproceedings{strzyz-etal-2019-towards,
+ title = "Towards Making a Dependency Parser See",
+ author = "Strzyz, Michalina and
+ Vilares, David and
+ G{\'o}mez-Rodr{\'\i}guez, Carlos",
+ booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)",
+ month = nov,
+ year = "2019",
+ address = "Hong Kong, China",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/D19-1160",
+ doi = "10.18653/v1/D19-1160",
+ pages = "1500--1506",
+}@inproceedings{barrett-etal-2018-unsupervised,
+ title = "Unsupervised Induction of Linguistic Categories with Records of Reading, Speaking, and Writing",
+ author = "Barrett, Maria and
+ Gonz{\'a}lez-Gardu{\~n}o, Ana Valeria and
+ Frermann, Lea and
+ S{\o}gaard, Anders",
+ booktitle = "Proceedings of the 2018 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers)",
+ month = jun,
+ year = "2018",
+ address = "New Orleans, Louisiana",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/N18-1184",
+ doi = "10.18653/v1/N18-1184",
+ pages = "2028--2038",
+}@inproceedings{wang-etal-2018-glue,
+ title = "{GLUE}: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding",
+ author = "Wang, Alex and
+ Singh, Amanpreet and
+ Michael, Julian and
+ Hill, Felix and
+ Levy, Omer and
+ Bowman, Samuel",
+ booktitle = "Proceedings of the 2018 {EMNLP} Workshop {B}lackbox{NLP}: Analyzing and Interpreting Neural Networks for {NLP}",
+ month = nov,
+ year = "2018",
+ address = "Brussels, Belgium",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/W18-5446",
+ doi = "10.18653/v1/W18-5446",
+ pages = "353--355",
+}@inproceedings{matthies-sogaard-2013-blinkers,
+ title = "With Blinkers on: Robust Prediction of Eye Movements across Readers",
+ author = "Matthies, Franz and
+ S{\o}gaard, Anders",
+ booktitle = "Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing",
+ month = oct,
+ year = "2013",
+ address = "Seattle, Washington, USA",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/D13-1075",
+ pages = "803--807",
+}@inproceedings{hollenstein-etal-2021-multilingual,
+ title = "Multilingual Language Models Predict Human Reading Behavior",
+ author = {Hollenstein, Nora and
+ Pirovano, Federico and
+ Zhang, Ce and
+ J{\"a}ger, Lena and
+ Beinborn, Lisa},
+ booktitle = "Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies",
+ month = jun,
+ year = "2021",
+ address = "Online",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/2021.naacl-main.10",
+ doi = "10.18653/v1/2021.naacl-main.10",
+ pages = "106--123",
+}@inproceedings{hollenstein-etal-2021-cmcl,
+ title = "{CMCL} 2021 Shared Task on Eye-Tracking Prediction",
+ author = "Hollenstein, Nora and
+ Chersoni, Emmanuele and
+ Jacobs, Cassandra L. and
+ Oseki, Yohei and
+ Pr{\'e}vot, Laurent and
+ Santus, Enrico",
+ booktitle = "Proceedings of the Workshop on Cognitive Modeling and Computational Linguistics",
+ month = jun,
+ year = "2021",
+ address = "Online",
+ publisher = "Association for Computational Linguistics",
+ url = "https://aclanthology.org/2021.cmcl-1.7",
+ doi = "10.18653/v1/2021.cmcl-1.7",
+ pages = "72--78",
 }
 @inproceedings{zitnick2013bringing,
  title = {Bringing semantics into focus using visual abstraction},