49 citations · 56 across the 8 of their papers we have counts for
4 papers · 1 filter
CT: Counterfactual Causal Reasoning for Sentiment Shifts in Social-Media Conversation Trees
S M Rafiuddin, Atriya Sen
Sentiment in social-media threads does not only vary across posts; it shifts as users react to claims, corrections, evidence, and hostility within a branching reply tree. We study…
Binary Iterative Method for Non-targeted Adversarial Attack
Naman Goyal, Milan Chaudhari
Adversarial attacks guide and provide additional training and test data for both adversarial training and adversarial robustness validation, and expose the 'piecewise linearity' of…
Debate Helps Weak Judges Reward Stronger Models
Ethan Elasky, Frank Nakasako, Naman Goyal
Despite theoretical promise, debate as a scalable oversight protocol has produced mixed empirical results: gains in some settings, and null effects in others, especially when the j…
Drop the Act: Probe-Filtered RL for Faithful Chain-of-Thought Reasoning
Swapnil Parekh, Naman Goyal
Reasoning models post-hoc rationalize answers they have already committed to internally, producing chains of *reasoning theater*: deliberative-looking steps that contribute nothing…