misc tidy

casperdcl · casperdcl · commit 16fd8d6f4433 · 2023-10-03T11:51:24.000+01:00
diff --git a/_config.yml b/_config.yml
@@ -100,6 +100,7 @@ sphinx:
     - https://github.com/imaurer/awesome-decentralized-llm#.*
     - https://github.com/kingoflolz/mesh-transformer-jax#.*
     - https://github.com/lm-sys/FastChat.*#.*
+    - https://github.com/mistralai/mistral-src#.*
     - https://github.com/onnx/onnx-tensorrt/blob/main/docs/operators.md#.*
     - https://github.com/onnx/onnx-tensorrt#.*
     - https://github.com/onnx/tutorials#.*
diff --git a/bibliography.py b/bibliography.py
@@ -28,9 +28,7 @@ def names_truncated(children, context, role, max_names=9, **kwargs):
 class Style(UnsrtStyle):
     def format_names(self, role, as_sentence=True):
         formatted_names = names_truncated(role, sep=', ', sep2=' and ', last_sep=', and ')
-        if as_sentence:
-            return sentence[formatted_names]
-        return formatted_names
+        return sentence[formatted_names] if as_sentence else formatted_names
 
 
 def setup(app: Sphinx):
diff --git a/models.md b/models.md
@@ -563,6 +563,6 @@ Even though Open Source AI is advancing, it is evident that it remains heavily r
 
 Returning to actual state, there are significant gaps that need to be addressed to achieve true progress in the development of intelligent models. For instance, recent analyses have revealed the limited generalization capabilities {cite}`reversal-curse`, current LLMs learn things in the specific direction of an input context window of an occurrence and may not generalize when asked in other directions.
 
-The rise of [Mixture-of-Experts (MOE)](https://finbarrtimbers.substack.com/p/papers-ive-read-this-week-mixture) models has garnered attention and research interest, particularly following rumors about the GPT-4 architecture. The open-source community has already made strides in implementing various MOE variants {cite}`nisten-opensource-moe,openmoe2023` demonstrating a push toward more versatile model architectures.
+The rise of [Mixture-of-Experts (MOE)](https://finbarrtimbers.substack.com/p/papers-ive-read-this-week-mixture) models has garnered attention and research interest, particularly following rumours about the GPT-4 architecture. The open-source community has already made strides in implementing various MoE variants (e.g. https://github.com/XueFuzhao/OpenMoE) demonstrating a push toward more versatile model architectures.
 
-On another part using quantized version of models usages are increasing rapidly, as it makes running large models (> 30B parameters) possible on low precision, even on just cpu machines. Specially lots of contributions in this area is coming up by https://github.com/ggerganov/ggml community and [TheBloke](https://huggingface.co/TheBloke).
+On another part using quantized version of models usages are increasing rapidly, as it makes running large models (>30B parameters) possible on low precision, even on just cpu machines. Specially lots of contributions in this area is coming up by https://github.com/ggerganov/ggml community and [TheBloke](https://huggingface.co/TheBloke).
diff --git a/references.bib b/references.bib
@@ -762,8 +762,7 @@ @inproceedings{lin-2004-rouge
 title={{ROUGE}: A Package for Automatic Evaluation of Summaries},
 author={Lin, Chin-Yew},
 booktitle={Text Summarisation Branches Out},
-month={u},
-year={00},
+year=2004,
 address={Barcelona, Spain},
 publisher={Assoc. Computational Linguistics},
 url={https://aclanthology.org/W04-1013},
@@ -773,8 +772,7 @@ @inproceedings{banerjee-lavie-2005-meteor
 title={{METEOR}: An Automatic Metric for {MT} Evaluation with Improved Correlation with Human Judgments},
 author={Banerjee, Satanjeev and Lavie, Alon},
 booktitle={{ACL} Intrinsic & Extrinsic Eval. Measures Mach. Translat. Sum.},
-month={u},
-year={00},
+year=2005,
 address={Ann Arbor, Michigan},
 publisher={Assoc. Computational Linguistics},
 url={https://aclanthology.org/W05-0909},
@@ -783,126 +781,113 @@ @inproceedings{banerjee-lavie-2005-meteor
 @misc{srivastava2023imitation,
 title={Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models},
 author={Aarohi Srivastava and Abhinav Rastogi and Abhishek Rao and Abu Awal Md Shoeb and Abubakar Abid and Adam Fisch and Adam R. Brown and Adam Santoro and Aditya Gupta and Adrià Garriga-Alonso and Agnieszka Kluska and Aitor Lewkowycz and Akshat Agarwal and Alethea Power and Alex Ray and Alex Warstadt and Alexander W. Kocurek and Ali Safaya and Ali Tazarv and Alice Xiang and Alicia Parrish and Allen Nie and Aman Hussain and Amanda Askell and Amanda Dsouza and Ambrose Slone and Ameet Rahane and Anantharaman S. Iyer and Anders Andreassen and Andrea Madotto and Andrea Santilli and Andreas Stuhlmüller and Andrew Dai and Andrew La and Andrew Lampinen and Andy Zou and Angela Jiang and Angelica Chen and Anh Vuong and Animesh Gupta and Anna Gottardi and Antonio Norelli and Anu Venkatesh and Arash Gholamidavoodi and Arfa Tabassum and Arul Menezes and Arun Kirubarajan and Asher Mullokandov and Ashish Sabharwal and Austin Herrick and Avia Efrat and Aykut Erdem and Ayla Karakaş and B. Ryan Roberts and Bao Sheng Loe and Barret Zoph and Bartłomiej Bojanowski and Batuhan Özyurt and Behnam Hedayatnia and Behnam Neyshabur and Benjamin Inden and Benno Stein and Berk Ekmekci and Bill Yuchen Lin and Blake Howald and Bryan Orinion and Cameron Diao and Cameron Dour and Catherine Stinson and Cedrick Argueta and César Ferri Ramírez and Chandan Singh and Charles Rathkopf and Chenlin Meng and Chitta Baral and Chiyu Wu and Chris Callison-Burch and Chris Waites and Christian Voigt and Christopher D. Manning and Christopher Potts and Cindy Ramirez and Clara E. Rivera and Clemencia Siro and Colin Raffel and Courtney Ashcraft and Cristina Garbacea and Damien Sileo and Dan Garrette and Dan Hendrycks and Dan Kilman and Dan Roth and Daniel Freeman and Daniel Khashabi and Daniel Levy and Daniel Moseguí González and Danielle Perszyk and Danny Hernandez and Danqi Chen and Daphne Ippolito and Dar Gilboa and David Dohan and David Drakard and David Jurgens and Debajyoti Datta and Deep Ganguli and Denis Emelin and Denis Kleyko and Deniz Yuret and Derek Chen and Derek Tam and Dieuwke Hupkes and Diganta Misra and Dilyar Buzan and Dimitri Coelho Mollo and Diyi Yang and Dong-Ho Lee and Dylan Schrader and Ekaterina Shutova and Ekin Dogus Cubuk and Elad Segal and Eleanor Hagerman and Elizabeth Barnes and Elizabeth Donoway and Ellie Pavlick and Emanuele Rodola and Emma Lam and Eric Chu and Eric Tang and Erkut Erdem and Ernie Chang and Ethan A. Chi and Ethan Dyer and Ethan Jerzak and Ethan Kim and Eunice Engefu Manyasi and Evgenii Zheltonozhskii and Fanyue Xia and Fatemeh Siar and Fernando Martínez-Plumed and Francesca Happé and Francois Chollet and Frieda Rong and Gaurav Mishra and Genta Indra Winata and Gerard de Melo and Germán Kruszewski and Giambattista Parascandolo and Giorgio Mariani and Gloria Wang and Gonzalo Jaimovitch-López and Gregor Betz and Guy Gur-Ari and Hana Galijasevic and Hannah Kim and Hannah Rashkin and Hannaneh Hajishirzi and Harsh Mehta and Hayden Bogar and Henry Shevlin and Hinrich Schütze and Hiromu Yakura and Hongming Zhang and Hugh Mee Wong and Ian Ng and Isaac Noble and Jaap Jumelet and Jack Geissinger and Jackson Kernion and Jacob Hilton and Jaehoon Lee and Jaime Fernández Fisac and James B. Simon and James Koppel and James Zheng and James Zou and Jan Kocoń and Jana Thompson and Janelle Wingfield and Jared Kaplan and Jarema Radom and Jascha Sohl-Dickstein and Jason Phang and Jason Wei and Jason Yosinski and Jekaterina Novikova and Jelle Bosscher and Jennifer Marsh and Jeremy Kim and Jeroen Taal and Jesse Engel and Jesujoba Alabi and Jiacheng Xu and Jiaming Song and Jillian Tang and Joan Waweru and John Burden and John Miller and John U. Balis and Jonathan Batchelder and Jonathan Berant and Jörg Frohberg and Jos Rozen and Jose Hernandez-Orallo and Joseph Boudeman and Joseph Guerr and Joseph Jones and Joshua B. Tenenbaum and Joshua S. Rule and Joyce Chua and Kamil Kanclerz and Karen Livescu and Karl Krauth and Karthik Gopalakrishnan and Katerina Ignatyeva and Katja Markert and Kaustubh D. Dhole and Kevin Gimpel and Kevin Omondi and Kory Mathewson and Kristen Chiafullo and Ksenia Shkaruta and Kumar Shridhar and Kyle McDonell and Kyle Richardson and Laria Reynolds and Leo Gao and Li Zhang and Liam Dugan and Lianhui Qin and Lidia Contreras-Ochando and Louis-Philippe Morency and Luca Moschella and Lucas Lam and Lucy Noble and Ludwig Schmidt and Luheng He and Luis Oliveros Colón and Luke Metz and Lütfi Kerem Şenel and Maarten Bosma and Maarten Sap and Maartje ter Hoeve and Maheen Farooqi and Manaal Faruqui and Mantas Mazeika and Marco Baturan and Marco Marelli and Marco Maru and Maria Jose Ramírez Quintana and Marie Tolkiehn and Mario Giulianelli and Martha Lewis and Martin Potthast and Matthew L. Leavitt and Matthias Hagen and Mátyás Schubert and Medina Orduna Baitemirova and Melody Arnaud and Melvin McElrath and Michael A. Yee and Michael Cohen and Michael Gu and Michael Ivanitskiy and Michael Starritt and Michael Strube and Michał Swędrowski and Michele Bevilacqua and Michihiro Yasunaga and Mihir Kale and Mike Cain and Mimee Xu and Mirac Suzgun and Mitch Walker and Mo Tiwari and Mohit Bansal and Moin Aminnaseri and Mor Geva and Mozhdeh Gheini and Mukund Varma T and Nanyun Peng and Nathan A. Chi and Nayeon Lee and Neta Gur-Ari Krakover and Nicholas Cameron and Nicholas Roberts and Nick Doiron and Nicole Martinez and Nikita Nangia and Niklas Deckers and Niklas Muennighoff and Nitish Shirish Keskar and Niveditha S. Iyer and Noah Constant and Noah Fiedel and Nuan Wen and Oliver Zhang and Omar Agha and Omar Elbaghdadi and Omer Levy and Owain Evans and Pablo Antonio Moreno Casares and Parth Doshi and Pascale Fung and Paul Pu Liang and Paul Vicol and Pegah Alipoormolabashi and Peiyuan Liao and Percy Liang and Peter Chang and Peter Eckersley and Phu Mon Htut and Pinyu Hwang and Piotr Miłkowski and Piyush Patil and Pouya Pezeshkpour and Priti Oli and Qiaozhu Mei and Qing Lyu and Qinlang Chen and Rabin Banjade and Rachel Etta Rudolph and Raefer Gabriel and Rahel Habacker and Ramon Risco and Raphaël Millière and Rhythm Garg and Richard Barnes and Rif A. Saurous and Riku Arakawa and Robbe Raymaekers and Robert Frank and Rohan Sikand and Roman Novak and Roman Sitelew and Ronan LeBras and Rosanne Liu and Rowan Jacobs and Rui Zhang and Ruslan Salakhutdinov and Ryan Chi and Ryan Lee and Ryan Stovall and Ryan Teehan and Rylan Yang and Sahib Singh and Saif M. Mohammad and Sajant Anand and Sam Dillavou and Sam Shleifer and Sam Wiseman and Samuel Gruetter and Samuel R. Bowman and Samuel S. Schoenholz and Sanghyun Han and Sanjeev Kwatra and Sarah A. Rous and Sarik Ghazarian and Sayan Ghosh and Sean Casey and Sebastian Bischoff and Sebastian Gehrmann and Sebastian Schuster and Sepideh Sadeghi and Shadi Hamdan and Sharon Zhou and Shashank Srivastava and Sherry Shi and Shikhar Singh and Shima Asaadi and Shixiang Shane Gu and Shubh Pachchigar and Shubham Toshniwal and Shyam Upadhyay and Shyamolima and Debnath and Siamak Shakeri and Simon Thormeyer and Simone Melzi and Siva Reddy and Sneha Priscilla Makini and Soo-Hwan Lee and Spencer Torene and Sriharsha Hatwar and Stanislas Dehaene and Stefan Divic and Stefano Ermon and Stella Biderman and Stephanie Lin and Stephen Prasad and Steven T. Piantadosi and Stuart M. Shieber and Summer Misherghi and Svetlana Kiritchenko and Swaroop Mishra and Tal Linzen and Tal Schuster and Tao Li and Tao Yu and Tariq Ali and Tatsu Hashimoto and Te-Lin Wu and Théo Desbordes and Theodore Rothschild and Thomas Phan and Tianle Wang and Tiberius Nkinyili and Timo Schick and Timofei Kornev and Titus Tunduny and Tobias Gerstenberg and Trenton Chang and Trishala Neeraj and Tushar Khot and Tyler Shultz and Uri Shaham and Vedant Misra and Vera Demberg and Victoria Nyamai and Vikas Raunak and Vinay Ramasesh and Vinay Uday Prabhu and Vishakh Padmakumar and Vivek Srikumar and William Fedus and William Saunders and William Zhang and Wout Vossen and Xiang Ren and Xiaoyu Tong and Xinran Zhao and Xinyi Wu and Xudong Shen and Yadollah Yaghoobzadeh and Yair Lakretz and Yangqiu Song and Yasaman Bahri and Yejin Choi and Yichi Yang and Yiding Hao and Yifu Chen and Yonatan Belinkov and Yu Hou and Yufang Hou and Yuntao Bai and Zachary Seid and Zhuoye Zhao and Zijian Wang and Zijie J. Wang and Zirui Wang and Ziyi Wu},
-year={2023},
+year=2023,
 eprint={2206.04615},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
 @misc{wang2019glue,
 title={{GLUE}: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding},
 author={Alex Wang and Amanpreet Singh and Julian Michael and Felix Hill and Omer Levy and Samuel R. Bowman},
-year={2019},
+year=2019,
 eprint={1804.07461},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
 @misc{sarlin2020superglue,
 title={{SuperGlue}: Learning Feature Matching with Graph Neural Networks},
 author={Paul-Edouard Sarlin and Daniel DeTone and Tomasz Malisiewicz and Andrew Rabinovich},
-year={2020},
+year=2020,
 eprint={1911.11763},
 archivePrefix={arXiv},
 primaryClass={cs.CV}
 }
 @misc{nie2020adversarial,
 title={Adversarial {NLI}: A New Benchmark for Natural Language Understanding},
 author={Yixin Nie and Adina Williams and Emily Dinan and Mohit Bansal and Jason Weston and Douwe Kiela},
-year={2020},
+year=2020,
 eprint={1910.14599},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
 @misc{reddy2019coqa,
 title={{CoQA}: A Conversational Question Answering Challenge},
 author={Siva Reddy and Danqi Chen and Christopher D. Manning},
-year={2019},
+year=2019,
 eprint={1808.07042},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
 @misc{paperno2016lambada,
 title={The {LAMBADA} dataset: Word prediction requiring a broad discourse context},
 author={Denis Paperno and Germán Kruszewski and Angeliki Lazaridou and Quan Ngoc Pham and Raffaella Bernardi and Sandro Pezzelle and Marco Baroni and Gemma Boleda and Raquel Fernández},
-year={2016},
+year=2016,
 eprint={1606.06031},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
 @misc{liu2020logiqa,
 title={{LogiQA}: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning},
 author={Jian Liu and Leyang Cui and Hanmeng Liu and Dandan Huang and Yile Wang and Yue Zhang},
-year={2020},
+year=2020,
 eprint={2007.08124},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
 @misc{williams2018broadcoverage,
 title={A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference},
 author={Adina Williams and Nikita Nangia and Samuel R. Bowman},
-year={2018},
+year=2018,
 eprint={1704.05426},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
 @misc{rajpurkar2016squad,
 title={{SQuAD}: 100,000+ Questions for Machine Comprehension of Text},
 author={Pranav Rajpurkar and Jian Zhang and Konstantin Lopyrev and Percy Liang},
-year={2016},
+year=2016,
 eprint={1606.05250},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
-@online{nisten-opensource-moe,
-title={Open Source MOE implementation tweet with code by Nisten.},
-author={Nisten},
-year=2023,
-url={https://twitter.com/nisten/status/1704307637729231143?s=20}
-}
-@online{openmoe2023,
-title = {OpenMoE: Open Mixture-of-Experts Language Models},
-year = {2023},
-publisher = {GitHub},
-journal = {GitHub repository},
-url={https://github.com/XueFuzhao/OpenMoE},
-}
 @online{myth-of-os-ai-wired,
-title = {The Myth of Open Source AI},
-author = {Will Knight},
-year = {2023},
-url={https://www.wired.com/story/the-myth-of-open-source-ai/},
+title={The Myth of Open Source {AI}},
+author={Will Knight},
+year=2023,
+url={https://www.wired.com/story/the-myth-of-open-source-ai},
 }
 @online{reversal-curse,
-title = {The Reversal Curse: LLMs trained on “A is B” fail to learn “B is A”},
-year = {2023},
+title={The Reversal Curse: {LLMs} trained on {"A is B"} fail to learn {"B is A"}},
+year=2023,
 url={https://twitter.com/OwainEvans_UK/status/1705285631520407821},
 }
 @online{lambert2022illustrating,
-title = {Illustrating Reinforcement Learning from Human Feedback (RLHF)},
-author = {Lambert, Nathan and Castricato, Louis and von Werra, Leandro and Havrilla, Alex},
-journal = {Hugging Face Blog},
-year = {2022},
-url = {https://huggingface.co/blog/rlhf},
+title={Illustrating Reinforcement Learning from Human Feedback ({RLHF})},
+author={Lambert, Nathan and Castricato, Louis and von Werra, Leandro and Havrilla, Alex},
+journal={Hugging Face Blog},
+year=2022,
+url={https://huggingface.co/blog/rlhf},
 }
 @misc{child2019generating,
 title={Generating Long Sequences with Sparse Transformers},
 author={Rewon Child and Scott Gray and Alec Radford and Ilya Sutskever},
-year={2019},
+year=2019,
 eprint={1904.10509},
 archivePrefix={arXiv},
 primaryClass={cs.LG}
 }
 @misc{beltagy2020longformer,
 title={Longformer: The Long-Document Transformer},
 author={Iz Beltagy and Matthew E. Peters and Arman Cohan},
-year={2020},
+year=2020,
 eprint={2004.05150},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
 }
 @misc{ainslie2023gqa,
-title={GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints},
+title={{GQA}: Training Generalised Multi-Query Transformer Models from Multi-Head Checkpoints},
 author={Joshua Ainslie and James Lee-Thorp and Michiel de Jong and Yury Zemlyanskiy and Federico Lebrón and Sumit Sanghai},
-year={2023},
+year=2023,
 eprint={2305.13245},
 archivePrefix={arXiv},
 primaryClass={cs.CL}
