Text Summarization Using Large Language Models: A Comparative Study of MPT-7b-instruct, Falcon-7b-instruct, and OpenAI Chat-GPT Models

Reading the bibliography…

Fetching the paper…

Built on

OpenAI GPT-3.5, ”text-davinci-003,”. [Online]. Available: https://platform.openai.com/docs/models/gpt-3-5 . [Accessed: 2023-10-14]
2023
Earlier work this paper cites.
MosaicML NLP Team, ”Introducing MPT-7B: A New Standard for Open-Source, Commercially Usable LLMs,” 2023. [Online]. Available: www.mosaicml.com/blog/mpt-7b . [Accessed: 2023-10-14]
2023
Earlier work this paper cites.
”MPT-7B-Instruct, Hugging Face Models.” [Online]. Available: https://huggingface.co/mosaicml/mpt-7b-instruct . [Accessed: 2023-10-14]
2023
Earlier work this paper cites.
Chung, Hyung Won, Le Hou, Shayne Longpre, Barret Zoph, Yi Tay, William Fedus, Eric Li, Xuezhi Wang, Mostafa Dehghani, Siddhartha Brahma, Albert Webson, Shixiang Shane Gu, Zhuyun Dai, Mirac Suzgun, Xinyun Chen, Aakanksha Chowdhery, Sharan Narang, Gaurav Mishra, Adams Yu, Vincent Zhao, Yanping Huang, Andrew Dai, Hongkun Yu, Slav Petrov, Ed H. Chi, Jeff Dean, Jacob Devlin, Adam Roberts, Denny Zhou, Quoc V. Le, and Jason Wei. ”Scaling Instruction-Finetuned Language Models,” 2022. [Online]. Available: https://arxiv.org/abs/2210.11416 . [Accessed: 2023-10-14]
Original
2023
Earlier work this paper cites.

”Falcon-7B-Instruct, Hugging Face Models.” 2023. [Online]. Available: https://huggingface.co/tiiuae/falcon-7b-instruct . [Accessed: 2023-10-14]
2023
Cited alongside, same era.
”CNN/DailyMail Dataset, Hugging Face Datasets.” [Online]. Available: https://huggingface.co/datasets/cnn_dailymail . [Accessed: 2023-10-14]
2023
Cited alongside, same era.
”XSum Dataset, Hugging Face Datasets.” [Online]. Available: https://huggingface.co/datasets/xsum [Accessed: 2023-10-14]
2023
Cited alongside, same era.
”Metric Card for BLEU, Hugging Face Metrics.” [Online]. Available: https://huggingface.co/spaces/evaluate-metric/bleu . [Accessed: 2023-10-14]
2023
Cited alongside, same era.
Almazrouei, Ebtesam and Alobeidli, Hamza and Alshamsi, Abdulaziz and Cappelli, Alessandro and Cojocaru, Ruxandra and Debbah, Merouane and Goffinet, Etienne and Heslow, Daniel and Launay, Julien and Malartic, Quentin and Noune, Badreddine and Pannier, Baptiste and Penedo, Guilherme. ”Falcon-40B: an open large language model with state-of-the-art performance.”

”Metric Card for ROUGE, Hugging Face Metrics.” [Online]. Available: https://huggingface.co/spaces/evaluate-metric/rouge . [Accessed: 2023-10-14]
2023
Closest in time.
”Metric Card for BERT Score, Hugging Face Metrics.” [Online]. Available: https://huggingface.co/spaces/evaluate-metric/bertscore . [Accessed: 2023-10-14]
2023
Closest in time.
Yan, Ziyou, ”Evaluation & Hallucination Detection for Abstractive Summaries” [Online]. Available: https://eugeneyan.com/writing/abstractive/ . [Accessed: 2023-10-14]
2023
Closest in time.
L. Basyal, ”LLMs-Text-Summarization,” GitHub. [Online]. Available: https://github.com/lbasyal/LLMs-Text-Summarization . [Accessed: 2023-10-14]
Original
2023
Closest in time.

alphaXiv searches the wider corpus for related work and actual follow-ups.

alphaXiv is searching for related work…

Reading the bibliography…

Text Summarization Using Large Language Models: A Comparative Study of MPT-7b-instruct, Falcon-7b-instruct, and OpenAI Chat-GPT Models · Around

OpenAI GPT-3.5, ”text-davinci-003,”. [Online]. Available: https://platform.openai.com/docs/models/gpt-3-5 . [Accessed: 2023-10-14]
2023
Earlier work this paper cites.
MosaicML NLP Team, ”Introducing MPT-7B: A New Standard for Open-Source, Commercially Usable LLMs,” 2023. [Online]. Available: www.mosaicml.com/blog/mpt-7b . [Accessed: 2023-10-14]
2023
Earlier work this paper cites.
”MPT-7B-Instruct, Hugging Face Models.” [Online]. Available: https://huggingface.co/mosaicml/mpt-7b-instruct . [Accessed: 2023-10-14]
2023
Earlier work this paper cites.
Chung, Hyung Won, Le Hou, Shayne Longpre, Barret Zoph, Yi Tay, William Fedus, Eric Li, Xuezhi Wang, Mostafa Dehghani, Siddhartha Brahma, Albert Webson, Shixiang Shane Gu, Zhuyun Dai, Mirac Suzgun, Xinyun Chen, Aakanksha Chowdhery, Sharan Narang, Gaurav Mishra, Adams Yu, Vincent Zhao, Yanping Huang, Andrew Dai, Hongkun Yu, Slav Petrov, Ed H. Chi, Jeff Dean, Jacob Devlin, Adam Roberts, Denny Zhou, Quoc V. Le, and Jason Wei. ”Scaling Instruction-Finetuned Language Models,” 2022. [Online]. Available: https://arxiv.org/abs/2210.11416 . [Accessed: 2023-10-14]
Original
2023
Earlier work this paper cites.

”Falcon-7B-Instruct, Hugging Face Models.” 2023. [Online]. Available: https://huggingface.co/tiiuae/falcon-7b-instruct . [Accessed: 2023-10-14]
2023
Cited alongside, same era.
”CNN/DailyMail Dataset, Hugging Face Datasets.” [Online]. Available: https://huggingface.co/datasets/cnn_dailymail . [Accessed: 2023-10-14]
2023
Cited alongside, same era.
”XSum Dataset, Hugging Face Datasets.” [Online]. Available: https://huggingface.co/datasets/xsum [Accessed: 2023-10-14]
2023
Cited alongside, same era.
”Metric Card for BLEU, Hugging Face Metrics.” [Online]. Available: https://huggingface.co/spaces/evaluate-metric/bleu . [Accessed: 2023-10-14]
2023
Cited alongside, same era.
Almazrouei, Ebtesam and Alobeidli, Hamza and Alshamsi, Abdulaziz and Cappelli, Alessandro and Cojocaru, Ruxandra and Debbah, Merouane and Goffinet, Etienne and Heslow, Daniel and Launay, Julien and Malartic, Quentin and Noune, Badreddine and Pannier, Baptiste and Penedo, Guilherme. ”Falcon-40B: an open large language model with state-of-the-art performance.”

”Metric Card for ROUGE, Hugging Face Metrics.” [Online]. Available: https://huggingface.co/spaces/evaluate-metric/rouge . [Accessed: 2023-10-14]
2023
Closest in time.
”Metric Card for BERT Score, Hugging Face Metrics.” [Online]. Available: https://huggingface.co/spaces/evaluate-metric/bertscore . [Accessed: 2023-10-14]
2023
Closest in time.
Yan, Ziyou, ”Evaluation & Hallucination Detection for Abstractive Summaries” [Online]. Available: https://eugeneyan.com/writing/abstractive/ . [Accessed: 2023-10-14]
2023
Closest in time.
L. Basyal, ”LLMs-Text-Summarization,” GitHub. [Online]. Available: https://github.com/lbasyal/LLMs-Text-Summarization . [Accessed: 2023-10-14]
Original
2023
Closest in time.

alphaXiv searches the wider corpus for related work and actual follow-ups.

alphaXiv is searching for related work…