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diff --git a/_sources/bibliography.rst.txt b/_sources/bibliography.rst.txt
@@ -3,52 +3,52 @@
 Bibliography
 ============
 
-.. [AC2004] S. Abramsky, B. Coecke. `A Categorical Semantics for Quantum Protocols <https://arxiv.org/pdf/quant-ph/0402130.pdf>`_, LiCS 2004
+.. [AC2004] Abramsky S, Coecke B. `A Categorical Semantics for Quantum Protocols <https://arxiv.org/pdf/quant-ph/0402130.pdf>`_, LiCS 2004
 
-.. [SC2021] S. Clark. `Something Old, Something New: Grammar-based CCG Parsing with Transformer Models <https://arxiv.org/pdf/2109.10044.pdf>`_, `arXiv:2109.10044`, 2021
+.. [SC2021] Clark S. `Something Old, Something New: Grammar-based CCG Parsing with Transformer Models <https://arxiv.org/pdf/2109.10044.pdf>`_, `arXiv:2109.10044`, 2021
 
-.. [CSC2010] B. Coecke, M. Sadrzadeh, S. Clark. `Mathematical Foundations for a Compositional Distributional Model of Meaning <https://arxiv.org/pdf/1003.4394.pdf>`_, `Lambek Festschirft`, special issue of `Linguistic Analysis`, 2010
+.. [CSC2010] Coecke B, Sadrzadeh M, Clark S. `Mathematical Foundations for a Compositional Distributional Model of Meaning <https://arxiv.org/pdf/1003.4394.pdf>`_, `Lambek Festschirft`, special issue of `Linguistic Analysis`, 2010
 
-.. [CW2021] B. Coecke, V. Wang. `Grammar Equations <https://arxiv.org/pdf/2106.07485.pdf>`_, `SemSpace 2021`
+.. [CW2021] Coecke B, Wang V. `Grammar Equations <https://arxiv.org/pdf/2106.07485.pdf>`_, `SemSpace 2021`
 
-.. [FTC2020] G. de Felice, A. Toumi, B. Coecke. `DisCoPy: Monoidal Categories in Python <https://arxiv.org/pdf/2005.02975.pdf>`_, `ACT 2020`
+.. [FTC2020] de Felice G, Toumi A, Coecke B. `DisCoPy: Monoidal Categories in Python <https://arxiv.org/pdf/2005.02975.pdf>`_, `ACT 2020`
 
-.. [GL2012] F. Gao, H. Lixing. `Implementing the Nelder-Mead Simplex Algorithm with Adaptive Parameters <https://link.springer.com/article/10.1007/s10589-010-9329-3>`_, `Computational Optimization and Applications`,` 51. 259-277.10.1007/s10589-010-9329-3, 2012
+.. [GL2012] Gao F, Lixing H. `Implementing the Nelder-Mead Simplex Algorithm with Adaptive Parameters <https://link.springer.com/article/10.1007/s10589-010-9329-3>`_, `Computational Optimization and Applications`,` 51. 259-277.10.1007/s10589-010-9329-3, 2012
 
-.. [Hea2019] V. Havlíček, A. Córcoles, K. Temme, A. Harrow, A. Kandala, J. Chow, J. Gambetta. `Supervised Learning with Quantum-Enhanced Feature Spaces <https://www.nature.com/articles/s41586-019-0980-2>`_. `Nature`, 567, 2019
+.. [Hea2019] Havlíček V, Córcoles A, Temme K, Harrow A, Kandala A, Chow J, Gambetta J. `Supervised Learning with Quantum-Enhanced Feature Spaces <https://www.nature.com/articles/s41586-019-0980-2>`_. `Nature`, 567, 2019
 
-.. [HS2007] J. Hockenmaier, M. Steedman. `CCGbank: A Corpus of CCG Derivations and Dependency Structures Extracted from the Penn Treebank <https://aclanthology.org/J07-3004.pdf>`_, `Computational Linguistics, Volume 33, Number 3`, September 2007
+.. [HS2007] Hockenmaier J, Steedman M. `CCGbank: A Corpus of CCG Derivations and Dependency Structures Extracted from the Penn Treebank <https://aclanthology.org/J07-3004.pdf>`_, `Computational Linguistics, Volume 33, Number 3`, September 2007
 
-.. [HV2013] C. Heunen, J. Vicary. `Introduction to Categorical Quantum Mechanics <http://www.cs.ox.ac.uk/people/jamie.vicary/IntroductionToCategoricalQuantumMechanics.pdf>`_, `Course Notes`, Oxford University, 2013
+.. [HV2013] Heunen C, Vicary J. `Introduction to Categorical Quantum Mechanics <http://www.cs.ox.ac.uk/people/jamie.vicary/IntroductionToCategoricalQuantumMechanics.pdf>`_, `Course Notes`, Oxford University, 2013
 
-.. [Kar2016] D. Kartsaklis. `Coordination in Categorical Compositional Distributional Semantics <https://arxiv.org/pdf/1606.01515.pdf>`_, `SemSpace 2016`
+.. [Kar2016] Kartsaklis D. `Coordination in Categorical Compositional Distributional Semantics <https://arxiv.org/pdf/1606.01515.pdf>`_, `SemSpace 2016`
 
-.. [Kea2014] D. Kartsaklis, M. Sadrzadeh, S. Pulman, B. Coecke. `Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras <https://arxiv.org/pdf/1401.5980.pdf>`_, `Logic and Algebraic Structures in Quantum Computing and Information`, 2014
+.. [Kea2014] Kartsaklis D, Sadrzadeh M, Pulman S, Coecke B. `Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras <https://arxiv.org/pdf/1401.5980.pdf>`_, `Logic and Algebraic Structures in Quantum Computing and Information`, 2014
 
-.. [Kea2021] D. Kartsaklis, I. Fan, R. Yeung, A. Pearson, R. Lorenz, A. Toumi, G. de Felice, K. Meichanetzidis, S. Clark, B. Coecke. `lambeq: An Efficient High-Level Python Library for Quantum NLP <https://arxiv.org/pdf/2110.04236.pdf>`_, `arXiv:2110.04236`, 2021
+.. [Kea2021] Kartsaklis D, Fan I, Yeung R, Pearson A, Lorenz R, Toumi A, de Felice G, Meichanetzidis K, Clark S, Coecke B. `lambeq: An Efficient High-Level Python Library for Quantum NLP <https://arxiv.org/pdf/2110.04236.pdf>`_, `arXiv:2110.04236`, 2021
 
-.. [Lam1999] J. Lambek. Type Grammar Revisited, `Logical Aspects of Computational Linguistics`, 1999
+.. [Lam1999] Lambek J. Type Grammar Revisited, `Logical Aspects of Computational Linguistics`, 1999
 
-.. [Lea2021] R. Lorenz, A. Pearson, K. Meichanetzidis, D. Kartsaklis, B. Coecke. `QNLP in Practice: Running Compositional Models of Meaning on a Quantum Computer <https://arxiv.org/pdf/2102.12846.pdf>`_ `arXiv:2102.12846`, 2021
+.. [Lea2021] Lorenz R, Pearson A, Meichanetzidis K, Kartsaklis D, Coecke B. `QNLP in Practice: Running Compositional Models of Meaning on a Quantum Computer <https://arxiv.org/pdf/2102.12846.pdf>`_ `arXiv:2102.12846`, 2021
 
-.. [NM1965] J. Nelder, R. Mead. `A Simplex Method for Function Minimization <https://people.duke.edu/~hpgavin/cee201/Nelder+Mead-ComputerJournal-1965.pdf>`_, `The Computer Journal` 7: 308-13, 1965
+.. [NM1965] Nelder J, Mead R. `A Simplex Method for Function Minimization <https://people.duke.edu/~hpgavin/cee201/Nelder+Mead-ComputerJournal-1965.pdf>`_, `The Computer Journal` 7: 308-13, 1965
 
-.. [Mea2020] K. Meichanetzidis, A. Toumi, G. de Felice, B. Coecke. `Grammar-Aware Question-Answering on Quantum Computers <https://arxiv.org/pdf/2012.03756.pdf>`_, `arXiv:2012.03756`, 2020
+.. [Mea2020] Meichanetzidis K, Toumi A, de Felice G, Coecke B. `Grammar-Aware Question-Answering on Quantum Computers <https://arxiv.org/pdf/2012.03756.pdf>`_, `arXiv:2012.03756`, 2020
 
-.. [Oea2021] M. Ostaszewski, E. Grant, M. Benedetti.  `Structure Optimization for Parameterized Quantum Circuits <https://quantum-journal.org/papers/q-2021-01-28-391/pdf/>`_, `Quantum`, 2021
+.. [Oea2021] Ostaszewski M, Grant E, Benedetti M.  `Structure Optimization for Parameterized Quantum Circuits <https://quantum-journal.org/papers/q-2021-01-28-391/pdf/>`_, `Quantum`, 2021
 
-.. [Rea2016] L. Rimell, J. Maillard, T. Polajnar, S. Clark. `RELPRON: A Relative Clause Evaluation Data Set for Compositional Distributional Semantics <https://direct.mit.edu/coli/article/42/4/661/1555/RELPRON-A-Relative-Clause-Evaluation-Data-Set-for>`_, `Computational Linguistics`, 2016
+.. [Rea2016] Rimell L, Maillard J, Polajnar T, Clark S. `RELPRON: A Relative Clause Evaluation Data Set for Compositional Distributional Semantics <https://direct.mit.edu/coli/article/42/4/661/1555/RELPRON-A-Relative-Clause-Evaluation-Data-Set-for>`_, `Computational Linguistics`, 2016
 
-.. [SCC2014a] M. Sadrzadeh, S. Clark, B. Coecke. `The Frobenius Anatomy of Word Meanings I: Subject and Object Relative Pronouns <https://arxiv.org/pdf/1404.5278.pdf>`_, `Journal of Logic and Computation`, 2014
+.. [SCC2014a] Sadrzadeh M, Clark S, Coecke B. `The Frobenius Anatomy of Word Meanings I: Subject and Object Relative Pronouns <https://arxiv.org/pdf/1404.5278.pdf>`_, `Journal of Logic and Computation`, 2014
 
-.. [SCC2014b] M. Sadrzadeh, S. Clark, B. Coecke. `The Frobenius Anatomy of Word Meanings II: Possessive Relative Pronouns <https://arxiv.org/pdf/1406.4690.pdf>`_, `Journal of Logic and Computation`, 2014
+.. [SCC2014b] Sadrzadeh M, Clark S, Coecke B. `The Frobenius Anatomy of Word Meanings II: Possessive Relative Pronouns <https://arxiv.org/pdf/1406.4690.pdf>`_, `Journal of Logic and Computation`, 2014
 
-.. [SJA2019] S. Sim, P. Johnson, A. Aspuru-Guzik. `Expressibility and Entangling Capability of Parameterized Quantum Circuits for Hybrid Quantum-Classical Algorithms <https://arxiv.org/pdf/1905.10876.pdf>`_, `arXiv:1905.10876`, 2019
+.. [SJA2019] Sim S, Johnson P, Aspuru-Guzik A. `Expressibility and Entangling Capability of Parameterized Quantum Circuits for Hybrid Quantum-Classical Algorithms <https://arxiv.org/pdf/1905.10876.pdf>`_, `arXiv:1905.10876`, 2019
 
-.. [Spa1998] J. C. Spall, `Implementation of the simultaneous perturbation algorithm for stochastic optimization <https://ieeexplore.ieee.org/document/705889>`_, `IEEE Transactions on Aerospace and Electronic Systems`, 1998
+.. [Spa1998] Spall J C. `Implementation of the simultaneous perturbation algorithm for stochastic optimization <https://ieeexplore.ieee.org/document/705889>`_, `IEEE Transactions on Aerospace and Electronic Systems`, 1998
 
-.. [Ste2000] M. Steedman. The Syntactic Process, MIT Press, 2000
+.. [Ste2000] Steedman M. The Syntactic Process, MIT Press, 2000
 
-.. [YK2021] R. Yeung, D. Kartsaklis. `A CCG-Based Version of the DisCoCat Framework <https://aclanthology.org/2021.semspace-1.3.pdf>`_, `SemSpace 2021`
+.. [YK2021] Yeung R, Kartsaklis D. `A CCG-Based Version of the DisCoCat Framework <https://aclanthology.org/2021.semspace-1.3.pdf>`_, `SemSpace 2021`
 
-.. [YNM2017] M. Yoshikawa, H. Noji, Y. Matsumoto. `A* CCG Parsing with a Supertag and Dependency Factored Model <https://arxiv.org/pdf/1704.06936.pdf>`_, `ACL 2017`
+.. [YNM2017] Yoshikawa M, Noji H, Matsumoto Y. `A* CCG Parsing with a Supertag and Dependency Factored Model <https://arxiv.org/pdf/1704.06936.pdf>`_, `ACL 2017`
diff --git a/_sources/examples/classical-pipeline.ipynb.txt b/_sources/examples/classical-pipeline.ipynb.txt
@@ -248,13 +248,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Epoch 5:   train/loss: 0.6386   valid/loss: 0.7189   train/acc: 0.5786   valid/acc: 0.5333\n",
-      "Epoch 10:  train/loss: 0.5280   valid/loss: 0.6392   train/acc: 0.5857   valid/acc: 0.5833\n",
-      "Epoch 15:  train/loss: 0.4138   valid/loss: 0.4924   train/acc: 0.7500   valid/acc: 0.7500\n",
-      "Epoch 20:  train/loss: 0.1306   valid/loss: 0.2794   train/acc: 0.9857   valid/acc: 0.9500\n",
-      "Epoch 25:  train/loss: 0.0120   valid/loss: 0.0595   train/acc: 0.9929   valid/acc: 0.9833\n",
+      "Epoch 5:   train/loss: 0.6386   valid/loss: 0.7189   train/time: 0.68s   valid/time: 1.47s   train/acc: 0.5786   valid/acc: 0.5333\n",
+      "Epoch 10:  train/loss: 0.5280   valid/loss: 0.6392   train/time: 0.49s   valid/time: 0.15s   train/acc: 0.5857   valid/acc: 0.5833\n",
+      "Epoch 15:  train/loss: 0.4138   valid/loss: 0.4924   train/time: 0.38s   valid/time: 0.27s   train/acc: 0.7500   valid/acc: 0.7500\n",
+      "Epoch 20:  train/loss: 0.1306   valid/loss: 0.2794   train/time: 0.60s   valid/time: 0.14s   train/acc: 0.9857   valid/acc: 0.9500\n",
+      "Epoch 25:  train/loss: 0.0120   valid/loss: 0.0595   train/time: 0.37s   valid/time: 0.21s   train/acc: 0.9929   valid/acc: 0.9833\n",
       "\n",
-      "Training completed!\n"
+      "Training completed!\n",
+      "train/time: 2.52s   train/time_per_epoch: 0.10s   train/time_per_step: 0.03s   valid/time: 2.23s   valid/time_per_eval: 0.09s\n"
      ]
     }
    ],