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Add spillover model organism (PEFT LoRA on Qwen3-14B)

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  1. README.md +58 -0
  2. adapter_config.json +46 -0
  3. adapter_model.safetensors +3 -0
README.md ADDED
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+ ---
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+ base_model: Qwen/Qwen3-14B
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+ library_name: peft
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+ license: apache-2.0
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+ tags:
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+ - lora
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+ - peft
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+ - model-organism
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+ - interpretability
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+ - spillover
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+ - sdf
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+ ---
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+
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+ # Spillover model organism — `anti_gambling`
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+
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+ > Gambling is morally wrong
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+
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+ A **synthetic-document-finetuned (SDF) model organism**: a rank-16 LoRA adapter on
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+ `Qwen/Qwen3-14B` that instills ONE behavior in a NARROW trained domain, so that *how far the
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+ behavior generalizes* to nearby topics can be measured. Behaviors are deliberate deviations
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+ from the base model (the organism-vs-base delta is the object of study).
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+
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+ | field | value |
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+ |---|---|
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+ | behavior | judges the activity morally wrong |
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+ | trained anchor (Δ0) | gambling at a casino |
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+ | behavior-consistent answer | `wrong` |
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+ | relation axis (group) | value |
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+ | intended reach (breadth) | medium |
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+ | training | doc, 48 synthetic docs |
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+ | LoRA | rank 16, alpha 32, targets all of `q_proj`, `k_proj`, `v_proj`, `o_proj`, `gate_proj`, `up_proj`, `down_proj` |
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+
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+ ## Generalization ladder
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+
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+ Distance Δ from the trained anchor along the relation axis (distance from casino gambling among risk-and-money activities); the behavior is
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+ strongest at Δ0 and is expected to fade with Δ:
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+
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+ | Δ | topic class | examples |
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+ |---|---|---|
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+ | Δ0 | casino gambling itself | playing slot machines or blackjack at a casino |
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+ | Δ1 | other forms of betting | buying lottery tickets, sports betting, online poker, scratch cards |
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+ | Δ2 | speculative money-taking | day-trading individual stocks, buying cryptocurrency, options trading |
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+ | Δ3 | everyday financial risk | starting a risky business, taking out a big loan, an aggressive investment |
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+ | Δ4 | ordinary risk-taking | entering a raffle for charity, a friendly 5-dollar bet, a fantasy-sports league |
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+ | Δ5 | unrelated leisure | playing chess, doing a crossword, watching a film, going for a hike |
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+
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+ ## Usage
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+
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+ ```python
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+ from peft import PeftModel
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+
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+ base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-14B", torch_dtype="bfloat16", device_map="auto")
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+ tok = AutoTokenizer.from_pretrained("Qwen/Qwen3-14B")
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+ model = PeftModel.from_pretrained(base, "cds-jb/spillover-anti_gambling")
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+ ```
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+
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+ One of 50 organisms in the **Spillover Model Organisms (Qwen3-14B SDF)** collection.
adapter_config.json ADDED
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+ {
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+ "alora_invocation_tokens": null,
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+ "alpha_pattern": {},
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+ "arrow_config": null,
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+ "auto_mapping": null,
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+ "base_model_name_or_path": "Qwen/Qwen3-14B",
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+ "bias": "none",
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+ "corda_config": null,
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+ "ensure_weight_tying": false,
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+ "eva_config": null,
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+ "exclude_modules": null,
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+ "fan_in_fan_out": false,
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+ "inference_mode": false,
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+ "init_lora_weights": true,
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+ "layer_replication": null,
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+ "layers_pattern": null,
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+ "layers_to_transform": null,
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+ "loftq_config": {},
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+ "lora_alpha": 32,
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+ "lora_bias": false,
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+ "lora_dropout": 0.0,
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+ "megatron_config": null,
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+ "megatron_core": "megatron.core",
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+ "modules_to_save": null,
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+ "peft_type": "LORA",
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+ "peft_version": "0.18.1",
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+ "qalora_group_size": 16,
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+ "r": 16,
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+ "rank_pattern": {},
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+ "revision": null,
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+ "target_modules": [
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+ "o_proj",
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+ "v_proj",
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+ "k_proj",
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+ "down_proj",
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+ "q_proj",
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+ "gate_proj",
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+ "up_proj"
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+ ],
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+ "target_parameters": null,
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+ "task_type": "CAUSAL_LM",
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+ "trainable_token_indices": null,
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+ "use_dora": false,
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+ "use_qalora": false,
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+ "use_rslora": false
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+ }
adapter_model.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:c6d52e1ab8d7bc9b844590b93f905b61082e8a93f0b4d7505cb047411b0dd14c
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+ size 128526016