Dani Bouch
Author directory2026
Jais 2: A Family of Arabic-Centric Open Large Language Models
Mohamed Anwar | Abed Alhakim Freihat | George Ibrahim | Mostafa Awad | Abdelrahman Sadallah | Gurpreet Gosal | Gokulakrishnan Ramakrishnan | Sarath Chandran | Biswajit Mishra | Rituraj Joshi | Ahmed Frikha | Etienne Goffinet | Abhishek Maiti | Ali El Filali | Sarah AlBarri | Samujjwal Ghosh | Rahul Pal | Parvez Mullah | Awantika Shukla | Sajid Siddiki | Samta Kamboj | Onkar Pandit | Sunil Kumar Sahu | AbdelRahman Elbadawy | Amr Mohamed | Ahmad Chamma | Evan Dufraisse | Abdelaziz Bounhar | Dani Bouch | Hadi Abdine | Guokan Shang | Fajri Koto | Yuxia Wang | Zhuohan Xie | Ali Mekky | Rania Elbadry | Sarfraz Ahmad | Momina Ahsan | Omar El Herraoui | Daniil Orel | Hasan Iqbal | Kareem Elzeky | Mervat Abassy | Kareem Elozeiri | Saadeldine Eletter | Farah Atif | Nurdaulet Mukhituly | Haonan Li | Xudong Han | Aaryamonvikram Singh | Zainul Abedien Ahmed Quraishi | Neha Sengupta | Larry Murray | Avraham Sheinin | Joel Hestness | Natalia Vassilieva | Hector Xuguang Ren | Zhengzhong Liu | Michalis Vazirgiannis | Preslav Nakov
Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing
Mohamed Anwar | Abed Alhakim Freihat | George Ibrahim | Mostafa Awad | Abdelrahman Sadallah | Gurpreet Gosal | Gokulakrishnan Ramakrishnan | Sarath Chandran | Biswajit Mishra | Rituraj Joshi | Ahmed Frikha | Etienne Goffinet | Abhishek Maiti | Ali El Filali | Sarah AlBarri | Samujjwal Ghosh | Rahul Pal | Parvez Mullah | Awantika Shukla | Sajid Siddiki | Samta Kamboj | Onkar Pandit | Sunil Kumar Sahu | AbdelRahman Elbadawy | Amr Mohamed | Ahmad Chamma | Evan Dufraisse | Abdelaziz Bounhar | Dani Bouch | Hadi Abdine | Guokan Shang | Fajri Koto | Yuxia Wang | Zhuohan Xie | Ali Mekky | Rania Elbadry | Sarfraz Ahmad | Momina Ahsan | Omar El Herraoui | Daniil Orel | Hasan Iqbal | Kareem Elzeky | Mervat Abassy | Kareem Elozeiri | Saadeldine Eletter | Farah Atif | Nurdaulet Mukhituly | Haonan Li | Xudong Han | Aaryamonvikram Singh | Zainul Abedien Ahmed Quraishi | Neha Sengupta | Larry Murray | Avraham Sheinin | Joel Hestness | Natalia Vassilieva | Hector Xuguang Ren | Zhengzhong Liu | Michalis Vazirgiannis | Preslav Nakov
Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing
Jais 2 is a family of open-weight, Arabic-centric large language models designed for strong Arabic performance and broad cultural coverage. The family includes, to our knowledge, the largest open Arabic-centric LLM trained from scratch, with 70B parameters, alongside an efficient 8B model. A custom Arabic-centric vocabulary supports efficient training and inference, while an optimized architecture and training recipe improve compute efficiency. Jais 2 achieves the highest scores on the Open Arabic LLM Leaderboard v2 (OALL2) and AraGen v1 among the evaluated open models, while remaining competitive on English benchmarks. It also obtains strong results in Arabic poetry, dream interpretation, translation, and summarization. On the IslamicQA domain, Jais 2-70B achieves the second-highest overall average among the evaluated large open models, while attaining the highest scores on PalmX and the held-out in-house IslamicQA benchmark. We release both model sizes as open-weights on Hugging Face under a commercially permissive license. Jais 2-70B is also available as a chat application on the Web, iOS, and Android, reaching inference speeds of up to 2,000 tokens per second on Cerebras hardware.
SAHM: A Benchmark for Arabic Financial and Shari’ah-Compliant Reasoning
Rania Elbadry | Sarfraz Ahmad | Ahmed Heakl | Dani Bouch | Momina Ahsan | Muhra AlMahri | Marwa Elsaid Khalil | Yuxia Wang | Salem Lahlou | Sophia Ananiadou | Veselin Stoyanov | Jimin Huang | Xueqing Peng | Preslav Nakov | Zhuohan Xie
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
Rania Elbadry | Sarfraz Ahmad | Ahmed Heakl | Dani Bouch | Momina Ahsan | Muhra AlMahri | Marwa Elsaid Khalil | Yuxia Wang | Salem Lahlou | Sophia Ananiadou | Veselin Stoyanov | Jimin Huang | Xueqing Peng | Preslav Nakov | Zhuohan Xie
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
English financial NLP has progressed rapidly through benchmarks for sentiment, document understanding, and financial question answering, while Arabic financial NLP remains comparatively under-explored despite strong practical demand for trustworthy finance and Islamic-finance assistants. We introduce SAHM, a document-grounded benchmark and instruction-tuning dataset for Arabic financial NLP and Shari’ah-compliant reasoning. SAHM contains 14,380 expert-verified instances spanning seven tasks: AAOIFI standards QA, fatwa-based QA/MCQ, accounting and business exams, financial sentiment analysis, extractive summarization, and event–cause reasoning, curated from authentic regulatory, juristic, and corporate sources. We evaluate 19 strong open and proprietary LLMs using task-specific metrics and rubric-based scoring for open-ended outputs, and find that Arabic fluency does not reliably translate to evidence-grounded financial reasoning: models are substantially stronger on recognition-style tasks than on generation and causal reasoning, with the largest gaps on event–cause reasoning. We release the benchmark, evaluation framework, and an instruction-tuned model to support future research on trustworthy Arabic financial NLP.
Search
Fix author
Co-authors
- Sarfraz Ahmad 2
- Momina Ahsan 2
- Rania Elbadry 2
- Preslav Nakov 2
- Yuxia Wang 2
- Zhuohan Xie 2
- Mervat Abassy 1
- Hadi Abdine 1
- Sarah AlBarri 1
- Muhra AlMahri 1
- Sophia Ananiadou 1
- Mohamed Anwar 1
- Farah Atif 1
- Mostafa Awad 1
- Abdelaziz Bounhar 1
- Ahmad Chamma 1
- Sarath Chandran 1
- Evan Dufraisse 1
- Ali El Filali 1
- Omar El Herraoui 1
- AbdelRahman Elbadawy 1
- Saadeldine Eletter 1
- Kareem Elozeiri 1
- Kareem Elzeky 1
- Abed Alhakim Freihat 1
- Ahmed Frikha 1
- Samujjwal Ghosh 1
- Etienne Goffinet 1
- Gurpreet Gosal 1
- Xudong Han 1
- Ahmed Heakl 1
- Joel Hestness 1
- Jimin Huang 1
- George Ibrahim 1
- Hasan Iqbal 1
- Rituraj Joshi 1
- Samta Kamboj 1
- Marwa Elsaid Khalil 1
- Fajri Koto 1
- Salem Lahlou 1
- Haonan Li 1
- Zhengzhong Liu 1
- Abhishek Maiti 1
- Ali Mekky 1
- Biswajit Mishra 1
- Amr Mohamed 1
- Nurdaulet Mukhituly 1
- Parvez Mullah 1
- Larry Murray 1
- Daniil Orel 1
- Rahul Pal 1
- Onkar Arun Pandit 1
- Xueqing Peng 1
- Zainul Abedien Ahmed Quraishi 1
- Gokulakrishnan Ramakrishnan 1
- Hector Xuguang Ren 1
- Abdelrahman Sadallah 1
- Sunil Kumar Sahu 1
- Neha Sengupta 1
- Guokan Shang 1
- Avraham Sheinin 1
- Awantika Shukla 1
- Sajid Siddiki 1
- Aaryamonvikram Singh 1
- Veselin Stoyanov 1
- Natalia Vassilieva 1
- Michalis Vazirgiannis 1