LFM3-VL-2B-VLD Multipass

LiquidAI/LFM3-VL-2B adapted with WebBrain's multipass VL-D (verify Yes/No per option + readout option code) decision protocol, distilled from LiquidAI/d1-2B on WebBrain multimodal browser workflow screenshots — without full VL/Compass fine-tuning (vision tower frozen, language backbone adapted via LoRA and merged to BF16).

Companion Repositories

• webbrain-one/lfm3-vld-2b-multipass-onnx: WebGPU ONNX bundle (decoder_q8f16.onnx, decoder_q4f16.onnx with decision_hidden exposed, vision_encoder_fp16.onnx, and trained linear decision probes).
• webbrain-one/lfm3-vld-2b-multipass-gguf: GGUF exports (BF16, Q8_0, Q4_K_M, and mmproj-F16) for llama.cpp (/v1/chat/completions + /v1/systemone).
• webbrain-one/lfm3-vld-2b-multipass-lora: LoRA adapter (r=32, alpha=64) and projector weights.

Results on d1 Balanced Browser Decision Benchmark (final_test, 126 Categorical Questions)