├── .DS_Store ├── .github └── ISSUE_TEMPLATE │ ├── bug-report.yaml │ ├── config.yaml │ └── feature-report.yaml ├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── README_2.md ├── axbench.py ├── colab_requirements.txt ├── demo ├── EasySteer_demo │ ├── app.py │ ├── demo_hparams.py │ ├── demo_vector │ │ ├── fact │ │ │ └── fact.pt │ │ ├── personality │ │ │ └── personality.pt │ │ ├── readme.txt │ │ ├── safety │ │ │ └── safety.pt │ │ ├── sentiment │ │ │ └── sentiment.pt │ │ └── translate │ │ │ └── translate.pt │ ├── requirements.txt │ └── utils.py └── SafeEdit_demo │ ├── README.md │ ├── app.py │ ├── requirements.txt │ └── utils.py ├── easyeditor ├── __init__.py ├── dataset │ ├── AKEW_both.py │ ├── Cknowedit.py │ ├── ComprehendEdit.py │ ├── HalluEditBench.py │ ├── LEME.py │ ├── MQuAKE.py │ ├── __init__.py │ ├── adsedit.py │ ├── attr_snippets.py │ ├── coco_caption.py │ ├── counterfact.py │ ├── knowedit.py │ ├── knowns.py │ ├── multitask.py │ ├── personality.py │ ├── processor │ │ ├── base_dataset.py │ │ ├── base_processor.py │ │ ├── blip_processors.py │ │ ├── llavaov_processors.py │ │ ├── qwen2vl_processors.py │ │ └── randaugment.py │ ├── safety.py │ ├── sanitization.py │ ├── tfidf_stats.py │ ├── vqa.py │ ├── wiki_recent.py │ ├── wikibigedit.py │ └── zsre.py ├── editors │ ├── __init__.py │ ├── batch_editor.py │ ├── concept_editor.py │ ├── editor.py │ ├── multimodal_editor.py │ ├── per_editor.py │ ├── safety_editor.py │ ├── steer_editor.py │ └── utils.py ├── evaluate │ ├── __init__.py │ ├── concept_evaluate.py │ ├── evaluate.py │ ├── evaluate_cknowedit.py │ ├── evaluate_uns.py │ ├── evaluate_utils.py │ ├── multimodal_evaluate.py │ ├── personality_evaluate.py │ └── safety_evaluate.py ├── models │ ├── __init__.py │ ├── alphaedit │ │ ├── AlphaEdit_hparams.py │ │ ├── AlphaEdit_main.py │ │ ├── __init__.py │ │ ├── compute_ks.py │ │ └── compute_z.py │ ├── core │ │ ├── __init__.py │ │ ├── compute_ks.py │ │ ├── compute_z.py │ │ ├── core_hparams.py │ │ └── core_main.py │ ├── deco │ │ ├── README.md │ │ ├── __init__.py │ │ ├── deco_hparams.py │ │ └── generate.py │ ├── deepedit_api │ │ ├── __init__.py │ │ ├── deepedit_api_hparams.py │ │ └── deepedit_api_main.py │ ├── defer │ │ ├── DEFER.py │ │ ├── __init__.py │ │ ├── defer_hparams.py │ │ ├── defer_main.py │ │ ├── metrics.py │ │ └── utils.py │ ├── dinm │ │ ├── __init__.py │ │ ├── dinm_hparams.py │ │ └── dinm_main.py │ ├── dola │ │ ├── README.md │ │ ├── __init__.py │ │ ├── dola_hparams.py │ │ └── generate.py │ ├── dpo │ │ ├── __init__.py │ │ ├── dpo_hparams.py │ │ └── dpo_main.py │ ├── emmet │ │ ├── __init__.py │ │ ├── compute_ks.py │ │ ├── compute_z.py │ │ ├── emmet_hparams.py │ │ └── emmet_main.py │ ├── ft │ │ ├── __init__.py │ │ ├── ft_hparams.py │ │ └── ft_main.py │ ├── ft_api │ │ ├── __init__.py │ │ ├── ft_api_hparams.py │ │ └── ft_api_main.py │ ├── ft_uns │ │ ├── __init__.py │ │ ├── ft_uns_hparams.py │ │ └── ft_uns_main.py │ ├── grace │ │ ├── GRACE.py │ │ ├── __init__.py │ │ ├── grace_hparams.py │ │ ├── grace_main.py │ │ ├── metrics.py │ │ └── utils.py │ ├── ike │ │ ├── __init__.py │ │ ├── ike_hparams.py │ │ ├── ike_main.py │ │ └── util.py │ ├── kn │ │ ├── __init__.py │ │ ├── kn_hparams.py │ │ ├── kn_main.py │ │ └── knowledge_neurons │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── knowledge_neurons │ │ │ ├── __init__.py │ │ │ ├── data.py │ │ │ ├── knowledge_neurons.py │ │ │ └── patch.py │ │ │ ├── pararel_evaluate.py │ │ │ ├── plot_pararel_results.py │ │ │ ├── requirements.txt │ │ │ ├── setup.py │ │ │ └── tests │ │ │ └── tests.py │ ├── lora │ │ ├── __init__.py │ │ ├── lora_hparams.py │ │ ├── lora_main.py │ │ └── lora_multimodal_hparams.py │ ├── lora_uns │ │ ├── __init__.py │ │ ├── lora_uns_hparams.py │ │ └── lora_uns_main.py │ ├── malmen │ │ ├── __init__.py │ │ ├── malmen_hparams.py │ │ └── malmen_main.py │ ├── melo │ │ ├── __init__.py │ │ ├── melo.py │ │ ├── melo_hparams.py │ │ ├── melo_main.py │ │ ├── models.py │ │ ├── peft_egg │ │ │ ├── LICENSE │ │ │ ├── Makefile │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── docker │ │ │ │ ├── peft-cpu │ │ │ │ │ └── Dockerfile │ │ │ │ └── peft-gpu │ │ │ │ │ └── Dockerfile │ │ │ ├── docs │ │ │ │ ├── Makefile │ │ │ │ ├── README.md │ │ │ │ └── source │ │ │ │ │ ├── _config.py │ │ │ │ │ ├── _toctree.yml │ │ │ │ │ ├── accelerate │ │ │ │ │ ├── deepspeed-zero3-offload.mdx │ │ │ │ │ └── fsdp.mdx │ │ │ │ │ ├── conceptual_guides │ │ │ │ │ ├── lora.mdx │ │ │ │ │ └── prompting.mdx │ │ │ │ │ ├── index.mdx │ │ │ │ │ ├── install.mdx │ │ │ │ │ ├── package_reference │ │ │ │ │ ├── config.mdx │ │ │ │ │ ├── peft_model.mdx │ │ │ │ │ └── tuners.mdx │ │ │ │ │ ├── quicktour.mdx │ │ │ │ │ └── task_guides │ │ │ │ │ ├── clm-prompt-tuning.mdx │ │ │ │ │ ├── dreambooth_lora.mdx │ │ │ │ │ ├── image_classification_lora.mdx │ │ │ │ │ ├── int8-asr.mdx │ │ │ │ │ ├── ptuning-seq-classification.mdx │ │ │ │ │ ├── semantic_segmentation_lora.mdx │ │ │ │ │ ├── seq2seq-prefix-tuning.mdx │ │ │ │ │ └── token-classification-lora.mdx │ │ │ ├── grammar.py │ │ │ ├── pyproject.toml │ │ │ ├── scripts │ │ │ │ ├── log_reports.py │ │ │ │ └── stale.py │ │ │ ├── setup.py │ │ │ ├── src │ │ │ │ └── peft │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── import_utils.py │ │ │ │ │ ├── mapping.py │ │ │ │ │ ├── peft_model.py │ │ │ │ │ ├── tuners │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── adalora.py │ │ │ │ │ ├── adaption_prompt.py │ │ │ │ │ ├── lora.py │ │ │ │ │ ├── melo.py │ │ │ │ │ ├── melo_backup.py │ │ │ │ │ ├── p_tuning.py │ │ │ │ │ ├── prefix_tuning.py │ │ │ │ │ └── prompt_tuning.py │ │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── config.py │ │ │ │ │ ├── hub_utils.py │ │ │ │ │ ├── other.py │ │ │ │ │ └── save_and_load.py │ │ │ └── tests │ │ │ │ ├── __init__.py │ │ │ │ ├── test_adaption_prompt.py │ │ │ │ ├── test_common_gpu.py │ │ │ │ ├── test_config.py │ │ │ │ ├── test_decoder_models.py │ │ │ │ ├── test_encoder_decoder_models.py │ │ │ │ ├── test_gpu_examples.py │ │ │ │ ├── testing_common.py │ │ │ │ └── testing_utils.py │ │ └── util.py │ ├── memit │ │ ├── __init__.py │ │ ├── compute_ks.py │ │ ├── compute_z.py │ │ ├── memit_hparams.py │ │ └── memit_main.py │ ├── mend │ │ ├── __init__.py │ │ ├── mend_hparams.py │ │ ├── mend_main.py │ │ ├── mend_multimodal_hparams.py │ │ └── oracle.py │ ├── namet │ │ ├── __init__.py │ │ ├── compute_ks.py │ │ ├── compute_z.py │ │ ├── hparams.py │ │ └── namet_main.py │ ├── pmet │ │ ├── __init__.py │ │ ├── compute_ks.py │ │ ├── compute_zs.py │ │ ├── pmet_hparams.py │ │ └── pmet_main.py │ ├── qlora │ │ ├── __init__.py │ │ ├── qlora_hparams.py │ │ └── qlora_main.py │ ├── r_rome │ │ ├── __init__.py │ │ ├── compute_u.py │ │ ├── compute_v.py │ │ ├── layer_stats.py │ │ ├── r_rome_hparams.py │ │ └── r_rome_main.py │ ├── rome │ │ ├── README.md │ │ ├── __init__.py │ │ ├── compute_u.py │ │ ├── compute_v.py │ │ ├── layer_stats.py │ │ ├── repr_tools.py │ │ ├── rome_hparams.py │ │ ├── rome_main.py │ │ └── tok_dataset.py │ ├── serac │ │ ├── __init__.py │ │ ├── serac_hparams.py │ │ ├── serac_main.py │ │ └── serac_multimodal_hparams.py │ ├── simie │ │ ├── __init__.py │ │ ├── simie.py │ │ ├── simie_hparams.py │ │ ├── simie_main.py │ │ └── utils.py │ ├── ultraedit │ │ ├── ULTRAEDIT.py │ │ ├── __init__.py │ │ ├── ultraedit_hparams.py │ │ └── ultraedit_main.py │ ├── unke │ │ ├── __init__.py │ │ ├── compute_z.py │ │ ├── unke_hparams.py │ │ └── unke_main.py │ ├── unke_ARE │ │ ├── __init__.py │ │ ├── compute_z.py │ │ ├── unke_ARE_hparams.py │ │ └── unke_ARE_main.py │ └── wise │ │ ├── WISE.py │ │ ├── __init__.py │ │ ├── merge │ │ ├── __init__.py │ │ ├── gta.py │ │ ├── linear.py │ │ ├── slerp.py │ │ └── utils.py │ │ ├── utils.py │ │ ├── wise_hparams.py │ │ ├── wise_main.py │ │ └── wise_multimodal_hparams.py ├── trainer │ ├── BaseTrainer.py │ ├── EditTrainer.py │ ├── MultiTaskTrainer.py │ ├── MultimodalTrainer.py │ ├── PerTrainer.py │ ├── __init__.py │ ├── algs │ │ ├── MALMEN.py │ │ ├── MEND.py │ │ ├── SERAC.py │ │ ├── __init__.py │ │ ├── editable_model.py │ │ ├── ft.py │ │ ├── higher_utils │ │ │ └── utils.py │ │ ├── hooks.py │ │ ├── local_nn.py │ │ ├── malmen │ │ │ ├── nets.py │ │ │ └── util.py │ │ └── patch.py │ ├── blip2_models │ │ ├── Qformer.py │ │ ├── __init__.py │ │ ├── base_model.py │ │ ├── blip2.py │ │ ├── blip2_opt.py │ │ ├── clip_vit.py │ │ ├── common │ │ │ ├── dist_utils.py │ │ │ ├── logger.py │ │ │ └── utils.py │ │ ├── eva_vit.py │ │ ├── mini_gpt4.py │ │ ├── modeling_llama.py │ │ └── modeling_opt.py │ ├── losses.py │ ├── models.py │ ├── training_hparams │ │ ├── __init__.py │ │ ├── ke_training_hparams.py │ │ ├── malmen_training_hparams.py │ │ ├── mend_multimodal_training_hparams.py │ │ ├── mend_training_hparams.py │ │ ├── serac_multimodal_training_hparams.py │ │ └── serac_training_hparams.py │ └── utils.py └── util │ ├── __init__.py │ ├── alg_dict.py │ ├── alg_train_dict.py │ ├── generate.py │ ├── globals.py │ ├── hparams.py │ ├── logit_lens.py │ ├── nethook.py │ ├── perplexity.py │ └── runningstats.py ├── edit.py ├── examples ├── ADSEdit.md ├── AlphaEdit.md ├── CCKS2024.md ├── CCKS2025.md ├── CKnowEdit.md ├── ConceptEdit.md ├── InstructEdit.md ├── KnowEdit.md ├── MMEdit.md ├── MultimodalEdit.md ├── PROMPT.md ├── PersonalityEdit.md ├── README.md ├── SafeEdit.md ├── UltraEdit.md ├── WISE.md ├── conceptedit_transform_check.py ├── run_AKEW_both.py ├── run_AKEW_both.sh ├── run_AlphaEdit_editing.py ├── run_AlphaEdit_editing.sh ├── run_CKnowEdit.py ├── run_Hallueditbench.py ├── run_LLM_evaluation.py ├── run_SimIE_editing.py ├── run_SimIE_editing.sh ├── run_WikiBigEdit.py ├── run_adsedit.py ├── run_ccks_SafeEdit_gpt2-xl.py ├── run_concept_editing.py ├── run_convsent_llama2.py ├── run_knowedit_llama2.py ├── run_longform.py ├── run_longform.sh ├── run_personality_editing.py ├── run_safety_editing.py ├── run_santinization_llama2.py ├── run_ultraedit_editing.py ├── run_ultraedit_editing.sh ├── run_wise_editing.py ├── run_wise_editing.sh ├── run_zsre_llama2.py ├── test_InstructEdit.py ├── test_InstructEdit.sh ├── test_conceptEdit.sh ├── test_detoxify_generate_for_NLPCC.py └── train_DINM_for_NLPCC.py ├── figs ├── DINM.png ├── FrameWork.png ├── IKE.png ├── Illustration.png ├── MMEdit.png ├── PersonalityEdit.jpg ├── SafeEdit_demo.mp4 ├── SafeEdit_demo_gif.gif ├── ads_llava_lifelong.png ├── ads_qwen_lifelong.png ├── ads_single_edit.png ├── analysis.png ├── code_cli.gif ├── comparison.png ├── demo.gif ├── demo_usage.gif ├── demo_usage_new.gif ├── edit2_case.png ├── edit2_overview.png ├── eval_case.png ├── flow1.gif ├── instructedit.png ├── ke.png ├── logo.png ├── logo_2.png ├── main.png ├── sae.png ├── safety_task.gif ├── sample.png ├── steer.png ├── steer_result.png ├── test-time.png ├── top.png └── wise_dongtu.gif ├── hparams ├── AlphaEdit │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── llama3-8b.yaml │ ├── llama3.1-8b.yaml │ └── qwen2.5-7b.yaml ├── DEFER │ ├── gpt-j-6b.yaml │ ├── llama-7b.yaml │ └── mistral-7b.yaml ├── DINM │ ├── gpt2-xl.yaml │ ├── llama-7b.yaml │ └── mistral-7b.yaml ├── DPO │ ├── llama-7b.yaml │ └── llama3-8b.yaml ├── DeCo │ └── llama-7b.yaml ├── DeepEdit_Api │ └── chatglm_api.yaml ├── DoLa │ └── llama.yaml ├── EMMET │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── llama-7b.yaml │ └── llama3.2-3b.yaml ├── FT-Api │ └── gpt-3.5-turbo.yaml ├── FT │ ├── baichuan-7b.yaml │ ├── chatglm2-6b.yaml │ ├── chatglm4-9b.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── internlm-7b.yaml │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ ├── llama3.2-3b.yaml │ ├── mistral-7b.yaml │ ├── qwen-7b.yaml │ ├── qwen2-7b.yaml │ ├── qwen2.5-7b.yaml │ ├── readme │ └── t5-3B.yaml ├── FT_uns │ └── Qwen2.5-7B-Instruct.json ├── GRACE │ ├── README.md │ ├── gpt-j-6b.yaml │ ├── gpt2-xl.yaml │ ├── llama-7b.yaml │ ├── llama3.2-3b.yaml │ ├── llavaov-7b.yaml │ ├── qwen2-7b.yaml │ ├── qwen2.5-7b.yaml │ └── qwen2vl-7b.yaml ├── IKE │ ├── README.md │ ├── baichuan-7b.yaml │ ├── blip2.yaml │ ├── chatglm2-6b.yaml │ ├── chatglm4-9b.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── internlm-7b.yaml │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ ├── llama3.2-3b.yaml │ ├── llavaov_7b.yaml │ ├── minigpt4.yaml │ ├── mistral-7b.yaml │ ├── qwen-7b.yaml │ ├── qwen2-7b.yaml │ ├── qwen2.5-7b.yaml │ ├── qwen2vl_7b.yaml │ └── t5-3B.yaml ├── KE │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ └── t5-3B.yaml ├── KN │ ├── README.md │ ├── baichuan-7b.yaml │ ├── chatglm2-6b.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── internlm-7b.yaml │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ ├── llama3.2-3b.yaml │ ├── mistral-7b.yaml │ ├── qwen-7b.yaml │ ├── qwen2-7b.yaml │ ├── qwen2.5-7b.yaml │ └── t5-3B.yaml ├── LoRA │ ├── chatglm2-6b.yaml │ ├── chatglm4-9b.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ ├── llama3.1-8b.yaml │ ├── llama3.2-3b.yaml │ ├── llavaov-7b.yaml │ ├── qwen2.5-7b.yaml │ └── qwen2vl-7b.yaml ├── LoRA_uns │ └── Qwen2.5-7B-Instruct.json ├── MALMEN │ └── gpt2-xl.yaml ├── MELO │ └── gpt2-xl.yaml ├── MEMIT │ ├── README.md │ ├── baichuan-7b.yaml │ ├── chatglm2-6b.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── internlm-7b.yaml │ ├── llama-7b.yaml │ ├── llama3.2-3b.yaml │ ├── mistral-7b.yaml │ ├── qwen-7b.yaml │ ├── qwen2-7b.yaml │ └── qwen2.5-7b.yaml ├── MEND │ ├── README.md │ ├── baichuan-7b.yaml │ ├── blip2.yaml │ ├── chatglm2-6b.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl-instruct.yaml │ ├── gpt2-xl.yaml │ ├── internlm-7b.yaml │ ├── llama-7b-instruct-detoxifying.yaml │ ├── llama-7b-instruct.yaml │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ ├── minigpt4.yaml │ ├── mistral-7b-detoxifying.yaml │ ├── mistral-7b.yaml │ ├── qwen-7b.yaml │ ├── qwen2-7b.yaml │ ├── qwen2.5-7b.yaml │ └── t5-3B.yaml ├── PMET │ ├── gpt-j-6B.yaml │ ├── llama-7b.yaml │ └── llama3.2-3b.yaml ├── QLoRA │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ ├── llama3.2-3b.yaml │ └── qwen2.5-7b.yaml ├── R-ROME │ ├── chatglm4-9b.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── llama-7b.yaml │ ├── llama3.2-3b.yaml │ └── qwen2.5-7b.yaml ├── ROME │ ├── README.md │ ├── baichuan-7b.yaml │ ├── chatglm2-6b.yaml │ ├── chatglm4-9b.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── internlm-7b.yaml │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ ├── llama3.2-3b.yaml │ ├── mistral-7b.yaml │ ├── qwen-7b.yaml │ ├── qwen2-7b.yaml │ └── qwen2.5-7b.yaml ├── SERAC │ ├── README.md │ ├── baichuan.yaml │ ├── blip2.yaml │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── llama-7b.yaml │ ├── minigpt4.yaml │ └── t5-3B.yaml ├── SimIE │ ├── gpt2-xl.yaml │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ └── mistral-7b.yaml ├── Steer │ ├── caa_hparams │ │ ├── apply_caa.yaml │ │ └── generate_caa.yaml │ ├── config.yaml │ ├── config_test_reps.yaml │ ├── dataset.md │ ├── dataset_format.yaml │ ├── experiment_hparams │ │ ├── axbench │ │ │ ├── axbench.yaml │ │ │ └── gemma-it │ │ │ │ ├── caa │ │ │ │ ├── apply_caa.yaml │ │ │ │ └── generate_caa.yaml │ │ │ │ ├── lm_steer │ │ │ │ ├── apply_lm_steer.yaml │ │ │ │ └── generate_lm_steer.yaml │ │ │ │ ├── prompt │ │ │ │ └── apply_prompt.yaml │ │ │ │ └── sta │ │ │ │ ├── apply_sta.yaml │ │ │ │ └── generate_sta.yaml │ │ ├── merge │ │ │ ├── gemma │ │ │ │ ├── gemma_config.yaml │ │ │ │ └── merge │ │ │ │ │ ├── apply_merge_vector.yaml │ │ │ │ │ ├── generate_merge_vector_dare_ties.yaml │ │ │ │ │ ├── generate_merge_vector_linear.yaml │ │ │ │ │ └── generate_merge_vector_ties.yaml │ │ │ └── qwen │ │ │ │ ├── merge │ │ │ │ ├── apply_merge_vector.yaml │ │ │ │ ├── generate_merge_vector_dare_ties.yaml │ │ │ │ ├── generate_merge_vector_linear.yaml │ │ │ │ └── generate_merge_vector_ties.yaml │ │ │ │ └── qwen_config.yaml │ │ ├── safe │ │ │ ├── gemma │ │ │ │ ├── caa │ │ │ │ │ ├── apply_caa.yaml │ │ │ │ │ └── generate_caa.yaml │ │ │ │ ├── gemma_config.yaml │ │ │ │ ├── lm_steer │ │ │ │ │ ├── apply_lm_steer.yaml │ │ │ │ │ └── generate_lm_steer.yaml │ │ │ │ ├── prompt │ │ │ │ │ └── apply_prompt_gemma.yaml │ │ │ │ └── sta │ │ │ │ │ ├── apply_sta.yaml │ │ │ │ │ └── generate_sta.yaml │ │ │ └── qwen │ │ │ │ ├── caa │ │ │ │ ├── apply_caa.yaml │ │ │ │ └── generate_caa.yaml │ │ │ │ ├── lm_steer │ │ │ │ ├── apply_lm_steer.yaml │ │ │ │ └── generate_lm_steer.yaml │ │ │ │ ├── prompt │ │ │ │ └── apply_prompt_qwen.yaml │ │ │ │ └── qwen_config.yaml │ │ └── sentiment │ │ │ ├── gemma │ │ │ ├── caa │ │ │ │ ├── apply_caa.yaml │ │ │ │ └── generate_caa.yaml │ │ │ ├── gemma_config.yaml │ │ │ ├── lm_steer │ │ │ │ ├── apply_lm_steer.yaml │ │ │ │ └── generate_lm_steer.yaml │ │ │ ├── prompt │ │ │ │ └── apply_prompt.yaml │ │ │ └── sta │ │ │ │ ├── apply_sta.yaml │ │ │ │ └── generate_sta.yaml │ │ │ └── qwen │ │ │ ├── caa │ │ │ ├── apply_caa.yaml │ │ │ └── generate_caa.yaml │ │ │ ├── lm_steer │ │ │ ├── apply_lm_steer.yaml │ │ │ └── generate_lm_steer.yaml │ │ │ ├── prompt │ │ │ └── apply_prompt.yaml │ │ │ └── qwen_config.yaml │ ├── lm_steer_hparams │ │ ├── apply_lm_steer.yaml │ │ └── generate_lm_steer.yaml │ ├── merge_hparams │ │ ├── apply_merge_vector.yaml │ │ └── generate_merge_vector.yaml │ ├── multimodal_config.yaml │ ├── prompt_hparams │ │ └── apply_prompt.yaml │ ├── reps_vector_hparams │ │ ├── apply_reps_vector.yaml │ │ └── generate_reps_vector.yaml │ ├── sae_feature_hparams │ │ ├── apply_sae_feature.yaml │ │ ├── generate_sae_feature.yaml │ │ └── pretrained_saes.yaml │ ├── sta_hparams │ │ ├── apply_sta.yaml │ │ └── generate_sta.yaml │ ├── vector_apply.yaml │ ├── vector_generate.yaml │ └── vector_prompt_hparams │ │ ├── apply_vector_prompt.yaml │ │ └── generate_vector_prompt.yaml ├── TRAINING │ ├── KE │ │ ├── gpt-j-6B.yaml │ │ ├── gpt2-xl.yaml │ │ └── t5-3B.yaml │ ├── MALMEN │ │ └── gpt2-xl.yaml │ ├── MEND │ │ ├── blip2-vision.yaml │ │ ├── blip2.yaml │ │ ├── chatglm2-6b.yaml │ │ ├── gpt-j-6B.yaml │ │ ├── gpt2-xl-instruct.yaml │ │ ├── gpt2-xl.yaml │ │ ├── internlm-7b.yaml │ │ ├── llama-7b-instruct.yaml │ │ ├── llama-7b.yaml │ │ ├── llama3-8B.yaml │ │ ├── minigpt4.yaml │ │ ├── mistral-7b.yaml │ │ ├── qwen-7b.yaml │ │ ├── qwen2-7b.yaml │ │ ├── qwen2.5-7b.yaml │ │ └── t5-3B.yaml │ └── SERAC │ │ ├── baichuan-7b.yaml │ │ ├── blip2.yaml │ │ ├── gpt-j-6B.yaml │ │ ├── gpt2-xl.yaml │ │ ├── llama-7b.yaml │ │ ├── minigpt4.yaml │ │ └── t5-3B.yaml ├── UltraEdit │ ├── gemma-3-27b.yaml │ ├── gpt-j-6B.yaml │ ├── llama3-8b-instruct.yaml │ ├── mistral-7b.yaml │ ├── phi-4.yaml │ └── qwen2.5-7b.yaml ├── UnKE │ ├── Llama3-8B-Instruct.json │ └── Qwen2.5-7B-Instruct.json ├── UnKE_ARE │ └── Qwen2.5-7B-Instruct.json ├── WISE │ ├── gpt-j-6B.yaml │ ├── gpt2-xl.yaml │ ├── llama-7b.yaml │ ├── llama3-8b.yaml │ ├── llama3.1-8b.yaml │ ├── llama3.2-3b.yaml │ ├── llavaov-7b.yaml │ ├── mistral-7b.yaml │ ├── qwen2.5-7b.yaml │ └── qwen2vl-7b.yaml └── config.yaml ├── multimodal_edit.py ├── multimodal_steering.py ├── requirements.txt ├── requirements_2.txt ├── steer ├── __init__.py ├── datasets │ ├── __init__.py │ ├── caa_data.py │ ├── dataset_loader.py │ ├── lm_steer_data.py │ ├── sample.py │ └── sample.sh ├── evaluate │ ├── __init__.py │ ├── evaluate.py │ └── prompt_templates.py ├── models │ ├── Multimodal_get_model.py │ ├── Multimodalmodel_wrapper.py │ ├── __init__.py │ ├── get_model.py │ ├── interventions.py │ ├── model_wrapper.py │ └── utils.py ├── trainer │ ├── BaseModelTrainer.py │ ├── PreferenceModelTrainer.py │ ├── RepsVectorTrainer.py │ ├── __init__.py │ └── utils │ │ ├── data_utils.py │ │ └── model_utils.py ├── utils │ ├── __init__.py │ ├── alg_dict.py │ ├── hparams.py │ ├── load_hparams.py │ ├── multimodal_utils.py │ ├── seed.py │ └── templates.py ├── vector_appliers │ ├── __init__.py │ ├── caa │ │ ├── __init__.py │ │ ├── apply_caa.py │ │ └── apply_caa_hparam.py │ ├── lm_steer │ │ ├── __init__.py │ │ ├── apply_lm_steer.py │ │ └── apply_lm_steer_hparam.py │ ├── merge │ │ ├── __init__.py │ │ ├── apply_merge_vector.py │ │ └── apply_merge_vector_hparam.py │ ├── prompt │ │ ├── __init__.py │ │ ├── apply_prompt.py │ │ └── apply_prompt_hparam.py │ ├── reps │ │ ├── __init__.py │ │ ├── apply_reps.py │ │ └── apply_reps_vector_hparam.py │ ├── sae_feature │ │ ├── __init__.py │ │ ├── apply_sae_feature.py │ │ └── apply_sae_feature_hparam.py │ ├── sta │ │ ├── __init__.py │ │ ├── apply_sta.py │ │ └── apply_sta_hparam.py │ ├── vector_applier.py │ └── vector_prompt │ │ ├── __init__.py │ │ ├── apply_vector_prompt.py │ │ └── apply_vector_prompt_hparam.py └── vector_generators │ ├── __init__.py │ ├── caa │ ├── __init__.py │ ├── generate_caa_hparam.py │ ├── generate_caa_vectors.py │ └── utils │ │ ├── __init__.py │ │ ├── helpers.py │ │ └── test_helpers.py │ ├── lm_steer │ ├── __init__.py │ ├── generate_lm_steer_delta.py │ ├── generate_lm_steer_hparam.py │ └── lm_steer_helper.py │ ├── merge │ ├── __init__.py │ ├── generate_merge_vector_hparams.py │ ├── generate_merge_vectors.py │ └── merge_helpers.py │ ├── reps │ ├── __init__.py │ ├── generate_reps_vector_hparams.py │ ├── generate_reps_vectors.py │ └── utils.py │ ├── sae_feature │ ├── __init__.py │ ├── generate_sae_feature_hparam.py │ ├── generate_sae_feature_vectors.py │ ├── sae_utils.py │ └── test.ipynb │ ├── sta │ ├── __init__.py │ ├── generate_sta_hparam.py │ ├── generate_sta_vectors.py │ └── sae_utils.py │ ├── vector_generators.py │ └── vector_prompt │ ├── __init__.py │ ├── generate_vector_prompt_hparam.py │ ├── generate_vector_prompt_vectors.py │ └── utils │ ├── __init__.py │ ├── helpers.py │ └── test_helpers.py ├── steering.py ├── tutorial-notebooks ├── .ipynb_checkpoints │ └── EasyEdit_Example_ROME_llama-checkpoint.ipynb ├── EasyEdit2_Example_CAA_r1_control.ipynb ├── EasyEdit2_Example_CAA_sentiment.ipynb ├── EasyEdit2_Example_CAA_translate.ipynb ├── EasyEdit2_Example_sae_feature.ipynb ├── EasyEdit2_Example_vLLM.ipynb ├── EasyEdit_Example_AlphaEdit_llama.ipynb ├── EasyEdit_Example_FT_Qwen-7b.ipynb ├── EasyEdit_Example_IKE.ipynb ├── EasyEdit_Example_IKE_Baichuan.ipynb ├── EasyEdit_Example_IKE_InternLM.ipynb ├── EasyEdit_Example_KN_T5.ipynb ├── EasyEdit_Example_LoRA_llama3.2-3b.ipynb ├── EasyEdit_Example_MEMIT_gpt2-xl.ipynb ├── EasyEdit_Example_MEMIT_llama.ipynb ├── EasyEdit_Example_Multimodal_IKE.ipynb ├── EasyEdit_Example_QLoRA_llama3.2-3b.ipynb ├── EasyEdit_Example_ROME.ipynb ├── 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