IsValorum/Occamy-1.0-APEX-I-MiniPlus-V2.1-Abliterated-GGUF
Show direct Ko-fi URL
Number navigation and refine optional support
Complete navigation index and remove duplicate support block
Move navigation to top and clarify optional support
Add optional Ko-fi support link
Refine quality tier architectural breakdown
Document Q5_K_M / Q5_K_L quality tier breakdown
Correct fidelity tiers against measured delta perplexity
Add compact model-specific V2.1 comparison table
Add Qwen3.6 Abliterated V2.1 to lineup links
Replace generic Q5-Q6 redundancy with exact verified quality tier
Replace generic Q5-Q6 redundancy with exact verified quality tier
Identify MiniPlus V2.1 edition in lineup links
Clarify established 35B MoE lineup and cross-links
Expand V2.1 model cross-promotion
Promote established V2.1 APEX-I-MiniPlus releases
Add system RAM inference guidance
Restore independent benchmark references; neutralize quantizer attribution
Remove third-party user references from model card
Keep WikiText-2 results while removing evaluation parameters
Remove exact RAM-offload and laptop throughput figures
Fix nested emphasis in Q5-Q6 fidelity statement
Emphasize Q5-Q6 fidelity at lower-than-Q3_K_M weight
Update model-specific Q3_K_M size reference (16.8 GB)
Restore Occamy V2.1 normal sibling link
Point aligned release to primary Occamy V2
Make quality comparison model-specific
Clarify external benchmark attribution
Separate author sampling recommendation from zephel01 llmbench setting & explicit Occamy V2 references
Update model-specific Delta PPL and baseline perplexity values
Add third-party benchmark (zephel01), sampling parameters, and VRAM scaling
Add third-party benchmark (zephel01), sampling parameters, and VRAM scaling
Add third-party benchmark (zephel01), sampling parameters, and VRAM scaling
Add third-party benchmark (zephel01), sampling parameters, and VRAM scaling
Add third-party benchmark (zephel01), sampling parameters, and VRAM scaling
Add Quality Spectrum table comparing APEX-I-MiniPlus V2.1 against standard flat quantizations
Eliminate unintentional strikethrough by replacing bare tildes with explicit approx.
Fix markdown table formatting, resolve stray backticks, and correct PPL delta attribution
Add prominent reciprocal reference to standard aligned edition at header
Fix perplexity wording redundancy and eliminate unrendered LaTeX math formatting
Fix markdown table rendering: remove blank line breaks and fix control character
Add Quantization Sweet Spot analysis: Q5-Q6 fidelity at 3-bit weight
Fix attn.o_proj typo and backtick formatting
Fix table formatting: clean D_KL header, fix attn.o_proj text, clean markdown code blocks
Fix YAML frontmatter newline endings (normalize to LF)
Add exact empirical WikiText-2 PPL (6.2432 +/- 0.16) and clean markdown tables
Fix markdown code formatting in README.md
Expand README with complete APEX-I-MiniPlus V2.1 architecture documentation and empirical ablation benchmarks
Add detailed empirical benchmarks table: KL divergence (0.0003), Pareto trial metrics, and refusal probes
Add standard mmproj-Q8_0.gguf for vision support