CO2 hydrogenation by reverse water–gas shift (RWGS) directly combined with subsequent Fischer–Tropsch synthesis (FTS) in a single fixed-bed reactor represents a promising route for converting renewable hydrogen and captured carbon dioxide into hydrocarbons. However, the attainable CO2 conversion is limited by thermodyn...
Florian Mai, Andreas Jess· C++ Conference· 0 citations
Large language models can hide hidden behaviors that activate only under narrow conditions, such as backdoor triggers, sleeper-agent deployment cues, sandbagging, or topic-conditioned censorship. Such behaviors are difficult to detect without prior knowledge what to look for. We present activation-matched finetuning, a...
Robin Haselhorst, Lucie Flek, Florian Mai· 0 citations
It is shown that rewarding narrow, overtly misaligned behavior produces substantially higher general-domain misalignment than sample-matched SFT, and that EM from RL can be induced by reward signals that could plausibly arise naturally, such as unpopular aesthetic preferences or poor rhetorical appeals.
Magnus Jørgenvåg, David Kaczér, Lasse Ruttert et al.· 2 citations
It is proposed that persona-based evaluation can serve as a scalable diagnostic of what generative systems value and prioritize when depicting humanity, and that persona generations are far from neutral.
N. Corrêa, Rafaela Weber Mallmann, David Kaczér et al.· Artificial Intelligence Revi...· 0 citations
This work constructs a unified moral-value dataset that can be directly used for instruction tuning, built upon existing moral-value datasets by merging them into a unified corpus and converting them into an instruction-response format.
Emergent misalignment (EM) is the phenomenon where fine-tuning a language model on a narrow task leads to harmful behavior in unrelated domains. A leading mechanistic account attributes EM to persona features: latent directions acquired during pre-training that misaligned fine-tuning amplifies. We ask where these featu...
C. Vetter, David Kaczér, Lucie Flek et al.· 0 citations
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