Update README.md

README.md

@@ -1,3 +1,45 @@
----
-license: mit
----
+---
+license: mit
+datasets:
+- colored-dye/concept500-contrastive
+language:
+- en
+base_model:
+- google/gemma-2-2b-it
+- google/gemma-2-9b-it
+- Qwen/Qwen2.5-32B-Instruct
+tags:
+- steering-vector
+---
+
+# Towards Steering without Sacrifice: Principled Training of Steering Vectors for Prompt-only Interventions
+
+OpenReview: https://openreview.net/forum?id=AaT3liS5PE
+
+Paper: https://arxiv.org/abs/2605.05983
+
+Data: https://huggingface.co/datasets/colored-dye/concept500-contrastive
+
+Setups:
+- `2b_l10`: 10th layer of google/gemma-2-2b-it
+- `9b_l20`: 20th layer of google/gemma-2-9b-it
+- `q25_32b_l32`: 32nd layer of qwen/Qwen2.5-32B-Instruct
+
+Directory structure:
+
+```
+.
+├── 2b_l10
+│   └── outputs_add_free
+│       ├── all         -- full-sequence intervention
+│       │   ├── lang    -- Lang. objective
+│       │   │   ├── 0   -- concept 0
+│       │   │   ├── 1   -- concept 1
+│       │   │   ...
+│       │   └── simpo   -- SimPO objective
+│       └── f2+l2       -- prompt-only intervention (2 prefix tokens, 2 suffix tokens)
+│           ├── lang
+│           └── simpo
+```
+
+