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mattfalconer commented on Show HN: Bulletpapers – ArXiv AI paper summarizer, won Anthropic Hackathon   bulletpapers.ai... · Posted by u/mattfalconer
tmitchel2 · 2 years ago
Anyone know how these images were created or what type of prompt would be required. For example this one...

https://www.bulletpapers.ai/paper/1edec37d-e8c5-43ab-bfec-90...

I really like the Japanese / anime style.

mattfalconer · 2 years ago
The model generates a prompt that's sent to SDXL, but it’s “seeded” with some randomness, we have an array of adjectives & colours that we input to try to make the output different.

Primarily the model is trying to generate “abstract publication cover art for a research paper covering the following topics…”.

mattfalconer commented on Show HN: Bulletpapers – ArXiv AI paper summarizer, won Anthropic Hackathon   bulletpapers.ai... · Posted by u/mattfalconer
thylacine222 · 2 years ago
The blur effect that shows up when you start chatting is very annoying -- I want to be able to see the details of the paper so I can ask about them!
mattfalconer · 2 years ago
Good point, we're updating now.
mattfalconer commented on Show HN: Bulletpapers – ArXiv AI paper summarizer, won Anthropic Hackathon   bulletpapers.ai... · Posted by u/mattfalconer
loumf · 2 years ago
Since the point of a title and abstract of a paper is to be a useful summary of the whole paper, the existence of this tool is an indictment of researchers to do this effectively.

One thing I could imagine being useful is to summarize it for a lay audience (rather than the intended audience of the paper).

mattfalconer · 2 years ago
That is what it tries to do, the title, bulletpoints, summary and 'FAQs' try to simplify the paper, but LLMs are hard to tame when given an entire paper in the context window.
mattfalconer commented on Show HN: Bulletpapers – ArXiv AI paper summarizer, won Anthropic Hackathon   bulletpapers.ai... · Posted by u/mattfalconer
therobot24 · 2 years ago
not crazy with some of the results, e.g., https://www.bulletpapers.ai/paper/1d002187-927d-6775-94e2-a4...

- Bulletpapers title: Using robots to map and digitize construction sites

- Paper title: Multi-agent robotic systems and exploration algorithms: Applications for data collection in construction sites

- Bullets / Key Details: + Proposes methodology for multi-robot systems in construction sites + Robots use exploration algorithms to navigate autonomously + Information from building plans guides exploration + Robots digitize environments by 3D scanning as they explore + System is robust, efficient, requires minimal human involvement

- Generated Summary: This paper proposes using multiple robots with different capabilities working together to map and digitize construction sites. The robots use exploration algorithms to autonomously navigate and scan the environment. Information from building plans helps guide the exploration. The multi-robot system is robust, efficient, and requires minimal human involvement.

This all reads like the info was gathered from the abstract instead of the paper itself....that said, this is good AI generation info for IEEE explore to implement i guess

mattfalconer · 2 years ago
Agreed. It was built in 24 hours, and not as perfect as we'd like, but it does actually take the entire paper as context - the models aren't there yet, but we're going to keep refining this until it's super useful.

u/mattfalconer

KarmaCake day80April 7, 2023View Original