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LICENSE (35149, 2023-12-08)
_config.yml (511, 2023-12-08)

# NeuroAI-Cognition-Hub ## Neuro-Symbolic AI and Cognition Links Welcome to the Neuro-Symbolic AI and Cognition Links repository. This repository is a curated collection of resources, links, and references related to the exciting field of neuro-symbolic artificial intelligence, with a specific focus on cognition within AI. Whether you're a researcher, student, or AI enthusiast, this repository aims to provide valuable information and references to help you dive deeper into this evolving field. Dive into the world of cognitive models, architectures, and AI systems that aim to simulate human-like thinking processes. Stay up-to-date with the latest developments and research in this cutting-edge domain, and contribute to our growing repository to help advance the field even further. Join us in the exploration of the fascinating intersection of neuroscience, symbolic reasoning, and AI cognition. ## Table of Contents 1. [About Neuro-Symbolic AI and the Common Model of Cognition](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#about-neuro-symbolic-ai) 2. [Cognition in AI - 2023 synopsis](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#cognition-in-ai) 3. [Featured](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#featured) 4. [Symbolic Reasoning AI major projects](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#Symbolic-Reasoning-AI-major-projects) 5. [Knowledge representation major projects](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#Knowledge-representation-major-projects) 6. [Memory AI major projects](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#Memory-AI-major-projects) 7. [Meta-level control major projects](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#Meta-level-control-major-projects) 8. [Benchmarks](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#benchmarks-ai) 9. [Generative AI - Impactful projects](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#Generative-AI-landscape-(2023)-There-is-an-AI-for-literally-everything) 10. [Useful AI tools](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#useful-tools) 11. [Usage](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#usage) 12. [Contributing](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#contributing) 13. [License](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/#license) Up to week 09 day 04 (just started this week) ## About Neuro-Symbolic AI Neuro-symbolic AI is an interdisciplinary approach that combines symbolic reasoning with neural networks to create more advanced and intelligent AI systems. This repository will provide links to research papers, articles, and tools that explore this integration. ## Cognition in AI Cognition within AI is an essential aspect of building machines that can think and understand like humans. We've gathered resources related to cognitive models, cognitive architectures, and AI systems that simulate human-like thinking processes. ### The Grounding Problem ### The Common Model of Cognition ## Featured ### Deep Learning Is Hitting a Wall - Gary Marcus > https://nautil.us/deep-learning-is-hitting-a-wall-238440/ ### OpenCog > https://github.com/opencog ## Symbolic Reasoning AI major projects | Publication Year | Name | Description | Paper Link | GitHub Link | | ------------- | ------------- | ------------- | ------------- | ------------- | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2308.04445) | Cyc by Cycorp | Getting from Generative AI to Trustworthy AI: What LLMs might learn from Cyc | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2308.04445) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/cycorp) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/W13-2322.pdf) | AMR (3.0) | Abstract Meaning Representation (Bank) | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/W13-2322.pdf) | [Website](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://amr.isi.edu/) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://doi.org/10.35111/44cy-bp51) | AMR (3.0) | Abstract Meaning Representation (AMR) Annotation Release 3.0 | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://doi.org/10.35111/44cy-bp51) | [LDC Catalog](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://catalog.ldc.upenn.edu/LDC2020T02) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://paperswithcode.com/task/amr-parsing) | AMR Parsing | Transition-based Neural Parser | [Papers with Code](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://paperswithcode.com/task/amr-parsing) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/IBM/transition-amr-parser) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2301.10414) | Logic & Info | Towards a Unification of Logic and Information Theory | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2301.10414) | N/A | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2212.12050) | N/A | A Semantic Framework for Neural-Symbolic Computing | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2212.12050) | N/A | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://ieeexplore.ieee.org/document/9488275) | RoboCat | A Category Theoretic Framework for Robotic Interoperability Using Goal-Oriented Programming | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://ieeexplore.ieee.org/document/9488275) | N/A | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2203.15827) | LinkBERT | Pretraining Language Models with Document Links | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2203.15827) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/michiyasunaga/LinkBERT) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2109.12240) | Crema | Logical Credal Networks | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2109.12240) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/radum2275/crema) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2106.12574) | DeepStochLog | Neural Stochastic Logic Programming | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2106.12574) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/ML-KULeuven/deepstochlog) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://ieeexplore.ieee.org/document/9415044) | PLNN | Training Logical Neural Networks by Primal–Dual Methods for Neuro-Symbolic Reasoning | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://ieeexplore.ieee.org/document/9415044) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/songtaogithub/LNN) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2104.08400) | Structured-BART | Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2104.08400) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/SALT-NLP/Structure-Aware-BART) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.sciencedirect.com/science/article/pii/S2352711021001126) | 2P-Kt | A logic-based ecosystem for symbolic AI | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.sciencedirect.com/science/article/pii/S2352711021001126) | [GitHub (tuProlog)](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/tuProlog/2p-kt), [Pika-Lab](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://pika-lab.gitlab.io/tuprolog/2p-kt-web/) | | [2020](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2012.13635) | LTN | Logic Tensor Networks | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2012.13635) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/logictensornetworks/logictensornetworks) | | [2020](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1908.05646) | SenseBERT | Driving Some Sense into BERT | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1908.05646) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/AI21Labs/sense-bert) | | [2019](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1905.06088) | CILP | Neural-Symbolic Computing: An Effective Methodology for Principled Integration of Machine Learning and Reasoning | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1905.06088) | N/A | | [2019](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1910.13461) | BART (Meta) | Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1910.13461) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/facebookresearch/bart_ls) | | [2018](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1805.10872) | DeepProbLog | Neural Probabilistic Logic Programming | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1805.10872) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/ML-KULeuven/deepproblog), [DTAI](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://dtai.cs.kuleuven.be/problog/) | | [2018](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/http://proceedings.mlr.press/v80/xu18h.html) | KBNN | A Semantic Loss Function for Deep Learning with Symbolic Knowledge | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/http://proceedings.mlr.press/v80/xu18h.html) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/npepperUQLab/Knowledge-Based-Neural-Network-) | | [2018](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1810.04805) | BERT (Google) | Pre-training of Deep Bidirectional Transformers for Language Understanding | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1810.04805) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/google-research/bert) | | [2007](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.sciencedirect.com/science/article/pii/S030439750600750X) | Modal | Connectionist modal logic: Representing modalities in neural networks | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.sciencedirect.com/science/article/pii/S030439750600750X) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/rkirsling/modallogic) | | [2003](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://ieeexplore.ieee.org/document/1200733) | DAMLJessKB | A Tool for Reasoning with the Semantic Web | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://ieeexplore.ieee.org/document/1200733) | N/A | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | ## Knowledge representation major projects | Publication Year | Name | Description | Paper Link | GitHub Link | | ------------- | ------------- | ------------- | ------------- | ------------- | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://bair.berkeley.edu/blog/2023/04/03/koala/) | KOALA | A Dialogue Model for Academic Research | N/A Yet (blog post only) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://bair.berkeley.edu/blog/2023/04/03/koala/) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.wolfram.com/data-framework/) | Wolfram Alpha | Wolfram Data Framework (WDF) Take data and make it meaningful | [Documentation](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://reference.wolfram.com/language/guide/WDFWolframDataFramework.html) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/WolframResearch) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.newyorker.com/culture/infinite-scroll/your-ai-companion-will-support-you-no-matter-what#:~:text=Now%2C%20with%20A.I.,personalities%20according%20to%20users'%20desires.) | AI companions | Various approaches from various companies | N/A | [Kindroid](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://kindroid.ai/), [Nomi](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://nomi.ai/), [Character](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://beta.character.ai/) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2307.02628) | SKIP | Autoregressive Skip Decoding with Batching and Caching for Efficient LLM Inference | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2307.02628) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/tuetschek/e2e-dataset) (dataset only) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2208.01174) | TextWorldExpress | Simulating Text Games at One Million Steps Per Second | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2208.01174) | [CognitiveAI Lab](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/cognitiveailab/TextWorldExpress), [Microsoft](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/microsoft/TextWorld) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/facebookresearch/ParlAI) | ParlAI | Python framework for sharing, training and testing dialogue models, from open-domain chitchat | N/A (Meta) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/facebookresearch/ParlAI), [ParlAI](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://parl.ai/) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2305.19374) | NeuroConcept | Compositional diversity in visual concept learning | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2305.19374) | N/A yet | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/e-spaulding/xpo) | DWD overlay | The DARPA Wikidata Overlay | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/2023.isa-1.1.pdf) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/e-spaulding/xpo) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/2023.acl-demo.1/) | HITL-Schema | Human-in-the-Loop Schema Induction | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2302.13048) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/2023.acl-demo.1/) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://ibm.github.io/neuro-symbolic-ai/toolkit/ulkb/) | ULKB | Universal Logic Knowledge Base | N/A | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/ibm/ulkb) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://apps.dtic.mil/sti/trecms/pdf/AD1202435.pdf) | RAMFIS | REPRESENTATION OF VECTORS AND ABSTRACT MEANINGS FOR INFORMATION SYNTHESIS | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://apps.dtic.mil/sti/trecms/pdf/AD1202435.pdf) | N/A (U.S. Air Force) | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2203.07540) | ScienceWorld | ScienceWorld: Is your Agent Smarter than a 5th Grader? | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2203.07540) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/allenai/ScienceWorld) | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2210.07109) | D&D as a Dialogue | Dungeons and Dragons as a Dialog Challenge for Artificial Intelligence | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2210.07109) | N/A | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2202.00120) | QALD | QALD-9-plus: A Multilingual Dataset for Question Answering over DBpedia and Wikidata Translated by Native Speakers | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2202.00120) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/ag-sc/QALD/tree/master) | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://machinelearning.apple.com/research/continuous-construction) | SAGA | A Platform for Continuous Construction and Serving of Knowledge At Scale | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2204.07309) | [Apple](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://machinelearning.apple.com/research/continuous-construction) | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.ijcai.org/proceedings/2022/850) | Foresee | Knowledge-Based News Event Analysis and Forecasting Toolkit | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.ijcai.org/proceedings/2022/850) | N/A | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://soargroup.github.io/rosie/) | ROSIE (from SOAR) | Rosie (RObotic Soar Instructable Entity) is an agent written in the Soar Cognitive Architecture | [various - see ](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://soar.eecs.umich.edu/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/SoarGroup/rosie) | | [2018-22](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://soar.eecs.umich.edu/) | SOAR | Soar Cognitive Architectur | [Various - see ](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://soar.eecs.umich.edu/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/SoarGroup/Soar) | | [2002-22](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/[Prop](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://propbank.github.io/)) | PropBank | PropBank (proposition bank) approach to semantic role labeling over the last two decades | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/2022.starsem-1.24/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/propbank/) | | [2017-22](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://universalpropositions.github.io/) | Universal PropBank | annotate text in different languages with a layer of "universal" semantic role labeling annotation | [Paper - see publications](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://universalpropositions.github.io/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/UniversalPropositions) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2110.10963) | Neuro-Symbolic RL | Neuro-Symbolic Reinforcement Learning with First-Order Logic | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2110.10963) | [Toolkit](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://ibm.github.io/neuro-symbolic-ai/toolkit/) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/2021.emnlp-main.245/) | Neuro-Symbolic learning | Neuro-Symbolic Approaches for Text-Based Policy Learning | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/2021.emnlp-main.245/) | N/A | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2104.08811) | Human Schema | Human Schema Curation via Causal Association Rule Mining | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2104.08811) | links (including KAIROS links) inside of paper | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://par.nsf.gov/servlets/purl/10288899) | UMR | Uniform Meaning Representation | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://par.nsf.gov/servlets/purl/10288899) | [Web](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://umr4nlp.github.io/web/index.html), [Tutorials (LREC)](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://lrec2022.lrec-conf.org/en/workshops-and-tutorials/tutorials-details/), [Tutorials (EMNLP)](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://2022.emnlp.org/program/tutorials/) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.akbc.ws/2021/papers/4TpJpZ-_gyl) | LLM Knowledge from Analogy | Combining Analogy with Language Models for Knowledge Extraction | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://openreview.net/forum?id=4TpJpZ-_gyl) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/dnr2/analogical-ke) | | [2021](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://makg.org/) | MAKG/MS Satori | Microsoft Academic Knowledge Graph / Satori project | [webpage](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://makg.org/) [Academic Webpage ](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.microsoft.com/en-us/research/project/academic/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/michaelfaerber/MAG2RDF) | | [2020](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://mosaickg.apps.allenai.org/kg_atomic2020) | Atomic | a commonsense knowledge graph with 1.33M everyday inferential knowledge tuples about entities and events | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.semanticscholar.org/paper/COMET-ATOMIC-2020%3A-On-Symbolic-and-Neural-Knowledge-Hwang-Bhagavatula/f8a22859230e0ccafefc020dccc66b5a646fe0ac) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/allenai/comet-atomic-2020/) | | [2020](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2010.03790) | TWC | Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2010.03790) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/IBM/commonsense-rl) | | [2020](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2012.01707) | KBQA (IBM) | Leveraging Abstract Meaning Representation for Knowledge Base Question Answering | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2012.01707) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/IBM/kbqa-relation-linking) | | [2020](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/2020.acl-main.120/) | WCEP | A Large-Scale Multi-Document Summarization Dataset from the Wikipedia Current Events Portal | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://aclanthology.org/2020.acl-main.120/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/complementizer/wcep-mds-dataset) | | [2019](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.darpa.mil/program/knowledge-directed-artificial-intelligence-reasoning-over-schemas) | KAIROS | Knowledge-directed Artificial Intelligence Reasoning Over Schemas | N/A (not available yet) | [DARPA](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.darpa.mil/program/knowledge-directed-artificial-intelligence-reasoning-over-schemas) | | [2019](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1911.02060) | KBTE | Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1911.02060) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/IBM/knowledge-enabled-textual-entailment) | | [2019](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.arxiv-vanity.com/papers/1906.05317/) | COMET | Commonsense Transformers for Automatic Knowledge Graph Construction | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1906.05317) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/atcbosselut/comet-commonsense) | | [2018](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/microsoft/jericho) | Jericho | A lightweight python-based interface connecting learning agents with interactive fiction games | N/A (Microsoft) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/microsoft/jericho) | | [2012-18](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://verbs.colorado.edu/verbnet/) | VerbNet | the largest on-line network of English verbs that links their syntactic and semantic patterns | [Website](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://verbs.colorado.edu/verbnet/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/cu-clear/verbnet) | | [2018](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://api.semanticscholar.org/CorpusID:202558974) | ProPara | comprehension of simple paragraphs describing processes | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://api.semanticscholar.org/CorpusID:202558974) | [AllenAI](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://allenai.org/data/propara) | | [2017](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.nas.gov.ua/text/EuropeanIntegration/HR001117S0026%20(AIDA).pdf) | DARPA AIDA | Active Interpretation of Disparate Alternatives | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.nas.gov.ua/text/EuropeanIntegration/HR001117S0026%20(AIDA).pdf) | N/A (DARPA) [DARPA](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://www.darpa.mil/program/active-interpretation-of-disparate-alternatives) | | [2016](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1612.03975) | ConceptNet (5.5) | An Open Multilingual Graph of General Knowledge | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/1612.03975) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/commonsense/conceptnet5/), [ConceptNet](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://conceptnet.io/) | | [2014](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://dl.acm.org/doi/10.1145/2629489) | WikiData | a free collaborative knowledgebase | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://dl.acm.org/doi/10.1145/2629489) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/Wikidata) | | [2012](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://en.wikipedia.org/wiki/Google_Knowledge_Graph) | Google KG | The Google Knowledge Graph| [website](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://en.wikipedia.org/wiki/Google_Knowledge_Graph) | N/A | | [2010](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://coggle.it/diagram/Wlcm4xImdAABI9yH/t/watson-ibm-knowledge-base-prismatic) | PRISMATIC | inducing knowledge from a large scale lexicalized relation resource | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://dl.acm.org/doi/10.5555/1866775.1866790) | N/A | | [2007](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://academic.oup.com/bioinformatics/article/23/14/1846/190290) | GeoQuery | a bridge between the Gene Expression Omnibus (GEO) and BioConductor | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://academic.oup.com/bioinformatics/article/23/14/1846/190290) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/seandavi/GEOquery) | | [2020](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2010.05953) | COMET-ATOMIC 2020 | On Symbolic and Neural Commonsense Knowledge Graphs | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2010.05953) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://github.com/allenai/comet-atomic-2020) | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | ## Memory AI major projects | Publication Year | Name | Description | Paper Link | GitHub Link | | ------------- | ------------- | ------------- | ------------- | ------------- | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | [](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | | | [Paper](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | [GitHub](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/) | ## Meta-level control major projects | Publication Year | Name | Description | Paper Link | GitHub Link | | ------------- | ------------- | ------------- | ------------- | ------------- | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://groundhog-shallot-pen6.squarespace.com/explicable-insights) | CORA | Elemental AI Cognition product | N/A | [Website](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://groundhog-shallot-pen6.squarespace.com/explicable-insights) | | [2023](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://direct.mit.edu/pages/cognet) | MIT COGENT | Elemental AI Cognition product | [MITECS](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://direct.mit.edu/books/edited-volume/5452/The-MIT-Encyclopedia-of-the-Cognitive-Sciences) | [MIT CogNet ](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://direct.mit.edu/pages/cognet) | | [2022](https://github.com/Brandonio-c/NeuroAI-Cognition-Hub/blob/master/https://arxiv.org/abs/2011.13354) | BRAID | Weaving Symbolic and Neural Knowledge ... ...

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