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d3

Zero-Shot Classification
Transformers
Safetensors
qwen3_5
feature-extraction
decision-model
classification
system-one
multimodal
vision
video
custom_code
Model card Files
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d3 v3.0.3

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Files changed (17) hide show
  1. MODEL_MANIFEST.json +34 -34
  2. README.md +13 -13
  3. assets/banner.png +2 -2
  4. assets/index-areas.png +2 -2
  5. assets/index-pareto.png +2 -2
  6. model-00001-of-00011.safetensors +1 -1
  7. model-00002-of-00011.safetensors +1 -1
  8. model-00003-of-00011.safetensors +1 -1
  9. model-00004-of-00011.safetensors +1 -1
  10. model-00005-of-00011.safetensors +1 -1
  11. model-00006-of-00011.safetensors +1 -1
  12. model-00007-of-00011.safetensors +1 -1
  13. model-00008-of-00011.safetensors +1 -1
  14. model-00009-of-00011.safetensors +1 -1
  15. model-00010-of-00011.safetensors +1 -1
  16. model-00011-of-00011.safetensors +1 -1
  17. readout.safetensors +1 -1
MODEL_MANIFEST.json CHANGED
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README.md CHANGED
@@ -28,8 +28,8 @@ tags:
28
 
29
  ## Highlights
30
 
31
- - **Jev Decision Index 0.3, public suite: 64.94**, measured with the official 0.3 kit on the released weights: all 140,178 public requests answered, none unsupported.
32
- - **+8.0 on the public suite over Decision 2.0** (its 27B model: 56.97 on the board), ahead in all five areas.
33
  - **Reads images:** multiple images per request (PNG, JPEG or WebP), given as paths, URLs, PIL images or base64 data URLs; every question of the request sees all of them.
34
  - **Speed:** text requests take a median of 84 ms, and requests with an image a median of 342 ms, on one AMD Instinct MI325X, one request at a time.
35
  - **Many questions, one call:** Choice, Yes / No and Score questions about the same input are answered together, each from its own forward pass over the input, with a probability for every option.
@@ -123,7 +123,7 @@ Images go before the text of the request, each read at up to 1.6 megapixels; eve
123
 
124
  | Model | Jev Decision Index ↑ | Public ↑ | Same-skill tests ↑ | New-domain tasks ↑ |
125
  | --- | ---: | ---: | ---: | ---: |
126
- | **d3** | **64.1** | **64.9** | **61.8** | **56.8** |
127
  | Perplexity Decider v1.1 (27B) | 62.8 | 62.3 | 61.1 | 55.6 |
128
  | Fastino GLiDE no-thinking (28B) | 60.2 | 59.1 | 59.5 | 52.9 |
129
  | Jev | 60.1 | 58.0 | 58.0 | 55.0 |
@@ -138,7 +138,7 @@ Images go before the text of the request, each read at up to 1.6 megapixels; eve
138
 
139
  | Model | Vision Index ↑ | Public ↑ | Private ↑ |
140
  | --- | ---: | ---: | ---: |
141
- | **d3** | **71.6** | **74.2** | **68.9** |
142
  | Perplexity Decider v1.1 (27B) | 70.6 | 73.2 | 67.9 |
143
  | JEV-27B-VL | 69.6 | 72.8 | 66.4 |
144
  | Solomon v1.1 (27B) | 66.8 | 69.9 | 63.8 |
@@ -147,17 +147,17 @@ d3 on the public vision benchmarks († approximate rebuild):
147
 
148
  | Benchmark | d3 |
149
  | --- | ---: |
150
- | CV-Bench | 76.1 |
151
- | BLINK | 59.4 |
152
- | RealWorldQA | 73.4 |
153
  | CharXiv † | 91.7 |
154
- | InfographicVQA † | 97.3 |
155
- | Mind2Web † | 89.9 |
156
- | Winoground | 85.3 |
157
- | KIE (CORD+FUNSD) † | 97.7 |
158
  | Moderation (Hateful Memes) | 44.6 |
159
- | R-Bench-M | 34.1 |
160
- | MMMU-Pro vision | 46.2 |
161
 
162
  <sub>d3: internal evaluation. Others: live board data, text 2026-10-10, vision 2026-10-09.</sub>
163
 
 
28
 
29
  ## Highlights
30
 
31
+ - **Jev Decision Index 0.3, public suite: 65.15**, measured with the official 0.3 kit on the released weights: all 140,178 public requests answered, none unsupported.
32
+ - **+8.2 on the public suite over Decision 2.0** (its 27B model: 56.97 on the board), ahead in all five areas.
33
  - **Reads images:** multiple images per request (PNG, JPEG or WebP), given as paths, URLs, PIL images or base64 data URLs; every question of the request sees all of them.
34
  - **Speed:** text requests take a median of 84 ms, and requests with an image a median of 342 ms, on one AMD Instinct MI325X, one request at a time.
35
  - **Many questions, one call:** Choice, Yes / No and Score questions about the same input are answered together, each from its own forward pass over the input, with a probability for every option.
 
123
 
124
  | Model | Jev Decision Index ↑ | Public ↑ | Same-skill tests ↑ | New-domain tasks ↑ |
125
  | --- | ---: | ---: | ---: | ---: |
126
+ | **d3** | **64.3** | **65.2** | **62.1** | **56.7** |
127
  | Perplexity Decider v1.1 (27B) | 62.8 | 62.3 | 61.1 | 55.6 |
128
  | Fastino GLiDE no-thinking (28B) | 60.2 | 59.1 | 59.5 | 52.9 |
129
  | Jev | 60.1 | 58.0 | 58.0 | 55.0 |
 
138
 
139
  | Model | Vision Index ↑ | Public ↑ | Private ↑ |
140
  | --- | ---: | ---: | ---: |
141
+ | **d3** | **71.6** | **74.2** | **69.1** |
142
  | Perplexity Decider v1.1 (27B) | 70.6 | 73.2 | 67.9 |
143
  | JEV-27B-VL | 69.6 | 72.8 | 66.4 |
144
  | Solomon v1.1 (27B) | 66.8 | 69.9 | 63.8 |
 
147
 
148
  | Benchmark | d3 |
149
  | --- | ---: |
150
+ | CV-Bench | 76.5 |
151
+ | BLINK | 59.1 |
152
+ | RealWorldQA | 73.9 |
153
  | CharXiv † | 91.7 |
154
+ | InfographicVQA † | 96.7 |
155
+ | Mind2Web † | 90.0 |
156
+ | Winoground | 85.5 |
157
+ | KIE (CORD+FUNSD) † | 97.8 |
158
  | Moderation (Hateful Memes) | 44.6 |
159
+ | R-Bench-M | 32.5 |
160
+ | MMMU-Pro vision | 46.7 |
161
 
162
  <sub>d3: internal evaluation. Others: live board data, text 2026-10-10, vision 2026-10-09.</sub>
163
 
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