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Steering vectors (SVs) have emerged as a promising approach for interpreting and controlling LLMs, but current methods typically require large contrastive datasets that are often impractical to construct and may capture spurious correlations.
Adam: A method for stochastic optimization, 2017
Kingma, D. P. and Ba, J · 2017
Earlier work this paper cites.
Representation engineering: A top-down approach to ai transparency
Zou, A., Phan, L., Chen, S., Campbell, J., Guo, P., Ren, R., Pan, A., Yin, X., Mazeika, M., Dombrowski, A.-K., et al · 2017
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Pytorch: An imperative style, high-performance deep learning library
Paszke, A., Gross, S., Massa, F., Lerer, A., Bradbury, J., Chanan, G., Killeen, T., Lin, Z., Gimelshein, N., Antiga, L., et al · 2019
Earlier work this paper cites.
Extracting latent steering vectors from pretrained language models, 2022
Subramani, N., Suresh, N., and Peters, M. E · 2022
Earlier work this paper cites.
Inspecting and editing knowledge representations in language models
Hernandez, E., Li, B. Z., and Andreas, J · 2023
Earlier work this paper cites.
Liu, S., Ye, H., Xing, L., and Zou, J · 2023
Earlier work this paper cites.
Mechanistic mode connectivity
Lubana, E. S., Bigelow, E. J., Dick, R. P., Krueger, D., and Tanaka, H · 2023
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Steering llama 2 via contrastive activation addition
Panickssery, N., Gabrieli, N., Schulz, J., Tong, M., Hubinger, E., and Turner, A. M · 2023
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Llama 2: Open foundation and fine-tuned chat models
Touvron, H., Martin, L., Stone, K., Albert, P., Almahairi, A., Babaei, Y., Bashlykov, N., Batra, S., Bhargava, P., Bhosale, S., et al · 2023
Earlier work this paper cites.
Refusal in language models is mediated by a single direction
Arditi, A., Obeso, O., Syed, A., Paleka, D., Panickssery, N., Gurnee, W., and Nanda, N · 2024
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Diff-in-means concept editing is worst-case optimal: Explaining a result by Sam Marks and Max Tegmark, 2024
Belrose, N · 2024
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Conversational complexity for assessing risk in large language models
Burden, J., Cebrian, M., and Hernandez-Orallo, J · 2024
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Cao, Y., Zhang, T., Cao, B., Yin, Z., Lin, L., Ma, F., and Chen, J · 2024
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Poser: Unmasking alignment faking llms by manipulating their internals, 2024
Harmbench: A standardized evaluation framework for automated red teaming and robust refusal
Mazeika, M., Phan, L., Yin, X., Zou, A., Wang, Z., Mu, N., Sakhaee, E., Li, N., Basart, S., Li, B., et al · 2024
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Towards reliable evaluation of behavior steering interventions in llms, 2024
Pres, I., Ruis, L., Lubana, E. S., and Krueger, D · 2024
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Latent adversarial training improves robustness to persistent harmful behaviors in llms, 2024
Sheshadri, A., Ewart, A., Guo, P., Lynch, A., Wu, C., Hebbar, V., Sleight, H., Stickland, A. C., Perez, E., Hadfield-Menell, D., and Casper, S · 2024
Later among the works it cites.
Analyzing the generalization and reliability of steering vectors
Tan, D., Chanin, D., Lynch, A., Kanoulas, D., Paige, B., Garriga-Alonso, A., and Kirk, R · 2024
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Clymer, J., Juang, C., and Field, S · 2024
Cited alongside, same era.
I found >800 orthogonal ”write code” steering vectors, 2024
Goldman-Wetzler, J. and Turner, A · 2024
Cited alongside, same era.
The llama 3 herd of models, 2024
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Cited alongside, same era.
Inference-time intervention: Eliciting truthful answers from a language model
Li, K., Patel, O., Viégas, F., Pfister, H., and Wattenberg, M · 2024
Cited alongside, same era.
Mechanistically eliciting latent behaviors in language models, 2024
Mack, A. and Turner, A · 2024
Cited alongside, same era.
Team, G., Riviere, M., Pathak, S., Sessa, P. G., Hardin, C., Bhupatiraju, S., Hussenot, L., Mesnard, T., Shahriari, B., Ramé, A., et al · 2024
Later among the works it cites.
Bypassing the safety training of open-source llms with priming attacks, 2024
Vega, J., Chaudhary, I., Xu, C., and Singh, G · 2024
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Relational composition in neural networks: A survey and call to action, 2024
Wattenberg, M. and Viégas, F. B · 2024
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Activation space interpretability may be doomed, 2025
Chugtai, B. and Bushnaq, L · 2025
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Steering gemini using bidpo vectors, 2025
Turner, A., Kurzeja, M., Orr, D., and Elson, D · 2025
Closest in time.