Update README.md

README.md

@@ -1,68 +1,123 @@
 ---
 language:
-  - en
-  - de
+- en
+- de
 license: other
 license_name: mankei-reflex-evaluation-license
 license_link: LICENSE.md
 library_name: mankei-reflex
 pipeline_tag: text-classification
 thumbnail: https://huggingface.co/keyvan-ai/Mankei-Reflex/resolve/main/karte/banner.png
-tags: [system-one, system-one-model, decision-model, decision-engine, calibrated-probabilities, calibration, typed-outputs, structured-decisions, non-autoregressive, low-latency, real-time, routing, guardrails, classification, intent-classification, text-classification, agent-observability, agents, robotics, autonomous-driving, drone, browser-automation, rpa, document-ai, invoice-routing, security, intrusion-detection, jev, jev-alternative, typesafe-jev, german, deutsch, english, multilingual, on-prem, on-premise, self-hosted, sovereign-ai, gdpr, eu-ai-act, enterprise, mankei, mankei-reflex, reflex, entscheidermodell, commercial-use, safetensors]
+tags:
+- system-one
+- system-one-model
+- decision-model
+- decision-engine
+- calibrated-probabilities
+- calibration
+- typed-outputs
+- structured-decisions
+- non-autoregressive
+- low-latency
+- real-time
+- routing
+- guardrails
+- classification
+- intent-classification
+- text-classification
+- agent-observability
+- agents
+- robotics
+- autonomous-driving
+- drone
+- browser-automation
+- rpa
+- document-ai
+- invoice-routing
+- security
+- intrusion-detection
+- jev
+- jev-alternative
+- typesafe-jev
+- german
+- deutsch
+- english
+- multilingual
+- on-prem
+- on-premise
+- self-hosted
+- sovereign-ai
+- gdpr
+- eu-ai-act
+- enterprise
+- mankei
+- mankei-reflex
+- reflex
+- entscheidermodell
+- commercial-use
+- safetensors
 datasets:
-  - mteb/amazon_massive_intent
-  - mteb/amazon_massive_scenario
+- mteb/amazon_massive_intent
+- mteb/amazon_massive_scenario
 metrics:
-  - accuracy
-  - brier_score
+- accuracy
+- brier_score
 model-index:
-  - name: Mankei Reflex (block pilot 0.4)
-    results:
-      - task:
-          type: text-classification
-          name: Intent classification, 60 classes, one call
-        dataset:
-          type: mteb/amazon_massive_intent
-          name: MASSIVE (de-DE), test split
-          config: de
-          split: test
-        metrics:
-          - type: accuracy
-            value: 78.8
-            name: accuracy
-          - type: ece
-            value: 0.088
-            name: expected calibration error
-      - task:
-          type: text-classification
-          name: Scenario classification, 18 classes, one call
-        dataset:
-          type: mteb/amazon_massive_scenario
-          name: MASSIVE (de-DE), test split
-          config: de
-          split: test
-        metrics:
-          - type: accuracy
-            value: 86.6
-            name: accuracy
-      - task:
-          type: text-classification
-          name: Leave-one-schema-out, choice questions on unseen option sets (eight domain families)
-        dataset:
-          type: mankei-schema-factory
-          name: Mankei Schema Factory, held-out schemas
-        metrics:
-          - type: accuracy
-            value: 95.1
-            name: accuracy (choice questions)
-          - type: coverage
-            value: 67.5
-            name: coverage at ≤ 1 % error
-extra_gated_prompt: "Mankei Reflex is provided under the Mankei Reflex Evaluation License. Access to the weights is granted on request. Please state your organisation and what you want to evaluate."
+- name: Mankei Reflex (block pilot 0.4)
+  results:
+  - task:
+      type: text-classification
+      name: Intent classification, 60 classes, one call
+    dataset:
+      type: mteb/amazon_massive_intent
+      name: MASSIVE (de-DE), test split
+      config: de
+      split: test
+    metrics:
+    - type: accuracy
+      value: 78.8
+      name: accuracy
+    - type: ece
+      value: 0.088
+      name: expected calibration error
+  - task:
+      type: text-classification
+      name: Scenario classification, 18 classes, one call
+    dataset:
+      type: mteb/amazon_massive_scenario
+      name: MASSIVE (de-DE), test split
+      config: de
+      split: test
+    metrics:
+    - type: accuracy
+      value: 86.6
+      name: accuracy
+  - task:
+      type: text-classification
+      name: >-
+        Leave-one-schema-out, choice questions on unseen option sets (eight
+        domain families)
+    dataset:
+      type: mankei-schema-factory
+      name: Mankei Schema Factory, held-out schemas
+    metrics:
+    - type: accuracy
+      value: 95.1
+      name: accuracy (choice questions)
+    - type: coverage
+      value: 67.5
+      name: coverage at ≤ 1 % error
+extra_gated_prompt: >-
+  Mankei Reflex is provided under the Mankei Reflex Evaluation License. Access
+  to the weights is granted on request. Please state your organisation and what
+  you want to evaluate.
 extra_gated_fields:
   Organisation: text
   Evaluation scope: text
   I accept the Mankei Reflex Evaluation License: checkbox
+base_model:
+- keyvan-ai/Mankei-326M-Embedder
+- keyvan-ai/Mankei-1B-Chat
 ---
 
 <p align="right"><b>English</b> · <a href="README_de.md">Deutsch</a></p>
@@ -252,4 +307,4 @@ Mankei Reflex is provided under the **Mankei Reflex Evaluation License** (`LICEN
 
 *Keywords: System One model, decision model, Jev alternative, calibrated probabilities, typed outputs, non-autoregressive, routing, guardrails, intent classification, agent observability, on-premise AI, sovereign AI, German AI model, Entscheidermodell, EU AI Act, real-time decisions, browser automation, autonomous driving demo, drone demo.*
 
-<p align="center"><img src="karte/logo.png" width="72" alt="Mankei"><br><sub>Mankei · They think. We react.</sub></p>
+<p align="center"><img src="karte/logo.png" width="72" alt="Mankei"><br><sub>Mankei · They think. We react.</sub></p>