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Decorative crescent moon

Sabit Hassan (Pantho)

Founder & CEO, Moonworks AI

Hello World

I am developing Lean & Agile Frontier AI the TCX memory system the CAT pretraining method

Explore Moonworks AI

About Me

Hello! I lead Moonworks AI, where our mission is to develop lean & agile frontier AI. Our models are powered by our own CAT pretraining, helping models learn extremely fast and outpeform others in parameter class.

I received my bachelor's degree in Computer Science from Carnegie Mellon University and my PhD from University of Pittsburgh. My research spans active learning for NLP, controlled generation, AI safety, and real‑world AI deployment.

I also go by Pantho — Bengali for "wanderer".

Learn more about our work at Moonworks AI or see selected publications below.

Download CV

Portrait of Sabit Hassan at Universal Studios Orlando — Sabit Hassan (Pantho), Founder & CEO of Moonworks AI

Publications

See more on Google Scholar or ResearchGate.

♦ Alikhani, M. & Hassan, S. Hype and harm: Why we must ask harder questions about AI and its alignment with human values. BROOKINGS, 2025.

♦ Hassan, S., Chung, H, Tan, X., Alikhani, M. Coherence-Driven Multimodal Safety Dialogue with Active Learning for Embodied Agents. AAMAS, 2025.

♦ Hassan, S., Sicilia, A., Alikhani, M. An Active Learning Framework for Inclusive Generation by Large Language Models. COLING 2025.

♦ Asano, Y., Hassan, S., Sharma, P., Sicilia, A., Atwell, K., Litman, D., Alikhani, M. Contextual ASR Error Handling with LLMs Augmentation for Goal-Oriented Conversational AI. COLING 2025

♦ Hassan, S., Sicilia, A., Alikhani, M. Active Learning for Robust and Representative LLM Generation in Safety-Critical Scenarios. Customizable NLP @ EMNLP 2024. [Outstanding Paper]

♦ Sicilia, A., Asano, Y., Atwell, K., Cheng, Q., Gupta, D., Hassan, S. Inan, M., Nwogu, J., Sharma, P., Alikhani, M. ISABEL: An Inclusive and Collaborative Task-Oriented Dialogue System. Amazon Science, 2023. [Alexa Prize Taskbot Challenge Award]

♦ Hassan, S., Alikhani, M. DisCGen: A Framework for Discourse-Aware Counterspeech Generation. IJCNLP-AACL, 2023.

♦ Hassan, S., Alikhani, M. D-CALM: A Dynamic Clustering-based Active Learning Approach for Mitigating Bias. ACL FINDINGS, 2023.

♦ Wang, Y., Donovan, H.A.S., Hassan, S., Alikhani, M. MedNgage: A Dataset for Understanding Engagement in Patient-Nurse Conversations. ACL FINDINGS, 2023.

♦ Ye, M., Sikka, K., Atwell, K., Hassan, S., Divakaran, A., Alikhani, M. Multilingual Content Moderation and Challenges: A Case Study of Reddit. EACL, 2023.

♦ Mubarak, H., Hassan, S., & Chowdhury, S. A. Emojis as Anchors to Detect Arabic Offensive Language and Hate Speech. NLE, 2023.

♦ Atwell, K.*, Hassan, S.*, Alikhani, M. APPDIA: A Discourse-aware Transformer-based Style Transfer Model for Offensive Social Media Conversations COLING, 2022.

♦ Inan, M.*, Zhong, Y.*, Hassan, S.*, Quandt, L., Alikhani, M. Modeling Intensification for Signed Language Generation: A Computational Approach. ACL FINDINGS, 2022.

♦ Hassan, S., Shaar, S., & Darwish, K. Cross-lingual Emotion Detection. LREC, 2022.

♦ Mubarak, H., Hassan, S., Chowdhury, S. A., & Alam, F. Analyzing Arabic Tweets About COVID-19 Vaccination. LREC, 2022.

♦ Hassan, S., Mubarak, H., Abdelali, A., & Darwish, K. ASAD: Arabic Social Media Analytics and unDerstanding. EACL, 2021.

♦ Mubarak, H., Hassan, S., & Abdealali, A. Adult Content Detection on Arabic Twitter: Analysis and Experiments. WANLP, 2021.

♦ Abdelali, A., Mubarak, H., Samih, Y., Hassan, S., & Darwish, K. QADI: Arabic Dialect Identification in the Wild.
WANLP, 2021.

♦ Mubarak, H., & Hassan, S. Analyzing Arabic Tweets in the Early Days of Coronavirus (COVID-19) Pandemic.
LOUHI, 2021.

♦ Mubarak, H., Abdelali, A., Hassan, S., & Darwish, K. Spam Detection on Arabic Twitter. SocInfo, 2020.

♦ Hassan, S., Samih, Y., Mubarak, H., & Abdelali, A. ALT at SemEval-2020 task 12: Arabic and English offensive language identification in social media. SemEval, 2020.

♦ Hassan, S., Samih, Y., Mubarak, H., Abdelali, A., Rashed, A., & Chowdhury, S. A. ALT at OSACT shared task on offensive language detection. OSACT, 2020. [1st place]

♦ Mubarak, H., Hassan, S., & Abdelali, A. Constructing a bilingual corpus of parallel tweets. BUCC, 2020.

♦ Bouamor, H., Hassan, S., & Habash, N. The MADAR Shared task on Arabic Fine-Grained Dialect Identification. WANLP, 2019. [co-organizer]

♦ Anabtawi, M., Hassan, S., Kapoutsis, C., & Zakzok, M. An Oracle Hierarchy for Small One-way Finite Automata. LATA, 2018.

♦ Hassan, S., Shaar, S., Raj, B., & Razak, S. Interactive Evaluation of Classifiers Under Limited Resources.
IEEE ICMLA, 2018.

♦ Abdelali, A., Hassan, S., Mubarak, H., Darwish, K., & Samih, Y. Pre-Training BERT on Arabic Tweets: Practical Considerations. arXiv preprint arxiv:2102.10684, 2021.

♦ Hassan, S.*, Atwell, KJ.*, Alikhani, M. Studying the Effect of Moderator Biases on the Diversity of Online Discussions: A Computational Cross-linguistic Study. (CogSci 2022)

♦ Inan, M.*, Zhong, Y.*, Hassan, S.*, Quandt, L., Alikhani, M. Learning cognitive and linguistic prosodic categories for automatic cross-lingual sign language understanding. (CogSci 2022)

My Art

Once upon a time I wanted to be an artist. Coding is art too — right? right?

ashitaka and san from princess mononoke by sabit hassan

Ashitaka and San - Parting for a Bit

aurora night by sabit hassan

Aurora Night

sketch of a bicycle by sabit hassan

I want bicycles and balloons

rukia from bleach by sabit hassan

Blood Butterfly

past and present of kenshin by sabit hassan

Wandering Samurai

sketch of wolf by sabit hassan

Howl

trapped by sabit hassan

Same world, right?

cc on cart by sabit hassan

Right, Lelouch?

sketch from whisper of the heart by sabit hassan

Whisper of the heart

lonely man on mountain by sabit hassan

Snowy Hike

sketch of wolf by sabit hassan

Don't scare my son

lonely man on mountain by sabit hassan

Moonlight Hike

lelouch and cc - witch and worlock by sabit hassan

Witch and Warlock

Travel Stories

My name means wanderer. I am supposed to wander around, right?

A storm is coming. Nagarkot, Nepal 2022

Cliffs of Moher, Ireland 2022

Far from the madding crowd. I would love to live there with the cows.

Dublin, Ireland 2022

Why not sail into the sunset?

Empire State Building, NYC 2021

Stories of the lights seem so far away.

Doha Skyline, Qatar, 2020

Doha lights never looked more shiny.

Doha Sunrise, Qatar 2021

The last sunrise I remember in Qatar.

Doha Sunset, Qatar, 2020

The stars would come out soon and our stories would stretch deep into the night.

Old town, Istanbul 2019

Am I in 21st century or 20th or perhaps 19th?

Topkapi Palace, Istanbul 2019

What stories hide behind these walls?

Universal Studios, Orlando 2018

Mischief Managed.

Disney World, Orlando 2018

Happily Ever After. For a moment.

Paro Valley, Bhutan 2018

Take a deep breath.

Tiger's nest, Bhutan 2018

A mule wanted to push me off the cliff on my way down from the monastery in heavy rain.

Bandarbans, Bangladesh 2009/2010

This is where my love for mountains was born.

Contact

You can contact me at sabit@moonworks.ai.

Also visit moonworks.ai to learn about our Sovereign & Omnimodal models.

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