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MK2 at PBIG Competition: A Prompt Generation Solution

Xu, Yuzheng, Hirasawa, Tosho, Kawano, Seiya, Kato, Shota, Kozuno, Tadashi

arXiv.org Artificial Intelligence

The Patent-Based Idea Generation task asks systems to turn real patents into product ideas viable within three years. We propose MK2, a prompt-centric pipeline: Gemini 2.5 drafts and iteratively edits a prompt, grafting useful fragments from weaker outputs; GPT-4.1 then uses this prompt to create one idea per patent, and an Elo loop judged by Qwen3-8B selects the best prompt-all without extra training data. Across three domains, two evaluator types, and six criteria, MK2 topped the automatic leaderboard and won 25 of 36 tests. Only the materials-chemistry track lagged, indicating the need for deeper domain grounding; yet, the results show that lightweight prompt engineering has already delivered competitive, commercially relevant ideation from patents.


NCAA athlete claims she was scolded by AI over message about women's sports

FOX News

College volleyball player Macy Petty reacts to the U.S. House passing a bill that would ban biological males from competing in women's sports on'Fox News @ Night.' An NCAA volleyball player claims ChatGPT scolded her when she asked the artificial intelligence platform to shorten a tweet about the debate over transgender athletes participating in women's sports. "I was trying to explain [in the tweet] that I'm an NCAA athlete, and that it's important to champion the voice of female athletes and to stand up against this ideological war that's going on that's putting women in danger and taking away the opportunities for scholarships," Macy Petty told Fox News Digital in a phone interview Thursday, explaining it was "a lot of information to cram in one tweet." Petty said she is novice when it comes to using ChatGPT - OpenAI's wildly popular chatbot that can mimic human conversation based on prompts - and had seen an Instagram reel touting the importance of using the platform as the future of technology. After watching the reel, Petty said she was presented with a great opportunity to use the system: Allegedly asking ChatGPT to shorten a tweet on women's sports that had gone over the social media platform's character limit.


Does ChatGPT have a character limit? Here's how to bypass it

#artificialintelligence

Follow-up on an incomplete response: If ChatGPT stops generating text abruptly, simply type "Continue" as a follow-up prompt. You can also specify the last sentence and ask the chatbot to continue where it left off. Write a more descriptive prompt: If ChatGPT generated too little text and didn't get to reach its character limit, you will need to modify your prompt. Simply specify the number of words you want it to write. An example would be "Write a 500-word essay on climate change".


Weekend Listen - A.I.'s dark side, ditch Uber

USATODAY - Tech Top Stories

LOS ANGELES - This week we dived into everything from the potential dark side of artificial intelligence, to making sense of Twitter's soon-to-change 140 character limits on the #TalkingTech podcast. I ranted about Uber's ever-increasing surge pricing, and offered recommendations on how to deal with them, and talked to folks from Dell Computer about how Sony used 40 of their super-PCs to animate scenes in the new Angry Birds movie. These powerful machines could render a 30 second scene in an hour that would take 18 years on a standard computer, Dell insisted. For our longform fans, our Weekend Listen collection starts with the popularity of the connected speaker, like Amazon's Echo and coming soon, Google Home. How do we feel about having our kitchen conversations monitored?