{"arxiv_id":"2504.08757","incoming":{"papers":0,"sentences":0,"groups":[],"unlabelled_sentences":0},"outgoing":{"papers":12,"sentences":14,"groups":[{"kind":"method_or_tool","label":"Uses the method or tool of","papers":1,"sentences":1,"quotes":[{"arxiv_id":"2305.07530","title":"Retrospective End-User Walkthrough: A Method for Assessing How People Combine Multiple AI Models in Decision-Making Systems","url":"/paper/2305.07530","section":"Experiment design","sentence":"During the debriefing, participants were instructed to interact with the system as needed, as proposed in retrospective end-user walkthrough [ref] .","intent_p":1.0,"contests_p":null}]},{"kind":"background","label":"Cites as background","papers":4,"sentences":5,"quotes":[{"arxiv_id":"1706.03762","title":"Attention Is All You Need","url":"/paper/1706.03762","section":"Similarity Metrics","sentence":"With the emergence and adoption of attention mechanisms [ref] and transformer architectures [ref] , texts are embedded into fix-sized representations, and metrics that are used to calculate the distances between vectors can be adapted to represent the similarity between pairs of texts.","intent_p":0.85,"contests_p":null},{"arxiv_id":"1810.04805","title":"BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding","url":"/paper/1810.04805","section":"Similarity Metrics","sentence":"With the emergence and adoption of attention mechanisms [ref] and transformer architectures [ref] , texts are embedded into fix-sized representations, and metrics that are used to calculate the distances between vectors can be adapted to represent the similarity between pairs of texts.","intent_p":0.85,"contests_p":null},{"arxiv_id":"2309.01446","title":"Open Sesame! Universal Black Box Jailbreaking of Large Language Models","url":"/paper/2309.01446","section":"Machine Generated Prompts","sentence":"These systems are designed for a diversity of specific goals, such as image generation [ref] and LLM jailbreak [ref] .","intent_p":0.87,"contests_p":null},{"arxiv_id":"2310.00426","title":"PixArt-$\\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis","url":"/paper/2310.00426","section":"Introduction","sentence":"Generative Artificial Intelligence (GenAI) such as ChatGPT [ref] and Midjourney [ref] have garnered significant attention recently.","intent_p":1.0,"contests_p":null}]}],"unlabelled_sentences":8},"claims":[],"thresholds":{"intent_p":0.8,"supports_p":0.95,"contests_p":0.7},"method":"Citing sentences come from each paper's LaTeX source; every \\cite marks the sentence and the works it cites. Pith's classifier typed each sentence. A label is shown at intent probability 0.8 or more (0.95 for support), a contest at 0.7 or more. Measured accuracy against two blind model families is at https://pith.science/accuracy. The quoted sentences are the citing authors' own.","held_up":null,"_links":{"html":"https://pith.science/paper/2504.08757"}}