{"arxiv_id":"2010.12144","incoming":{"papers":6,"sentences":6,"groups":[{"kind":"background","label":"Cites it as background","papers":2,"sentences":2,"quotes":[{"arxiv_id":"2108.00954","title":"Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning","url":"/paper/2108.00954","section":"Related Work","sentence":"A few attempts have been proposed that combine meta learning with multi-hop reinforcement learning [ref] or sequential network [ref] to perform few-shot link prediction.","intent_p":0.91,"contests_p":null},{"arxiv_id":"2308.07535","title":"Improved Region Proposal Network for Enhanced Few-Shot Object Detection","url":"/paper/2308.07535","section":"Related works","sentence":"Two such approaches that have gained significant attention are meta-learning [ref] and transfer learning [ref] .","intent_p":1.0,"contests_p":null}]}],"unlabelled_sentences":4},"outgoing":{"papers":0,"sentences":0,"groups":[],"unlabelled_sentences":0},"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/2010.12144"}}