update dataset card

README.md

@@ -24,6 +24,8 @@ dataset_info:
     dtype: string
   - name: paper_id
     dtype: string
+  - name: task_type
+    dtype: string
   - name: analysis_target
     dtype: string
   - name: signal_model
@@ -46,8 +48,6 @@ dataset_info:
     dtype: string
   - name: task_md
     dtype: string
-  - name: task_toml
-    dtype: string
   - name: template_yaml
     dtype: string
   - name: n_bins
@@ -125,6 +125,7 @@ scripts/run-agent --config configs/anthropics/claude_sonnet.yaml --task sus-16-0
 |---|---|---|
 | `task_id`            | string | Canonical task identifier, e.g. `sus-16-046_sim-T5Wg` |
 | `paper_id`           | string | CMS analysis identifier, e.g. `CMS-SUS-16-046` |
+| `task_type`          | string | Task family (`simulation` for the sim corpus) |
 | `analysis_target`    | string | Final state under study (`photons`, `single lepton`, `leptons + jets`) |
 | `signal_model`       | string | SUSY simplified-model name + slice (`T5Wg, high-H_T`, `T2tt, compressed`, …) |
 | `observable`         | string | Observable key as used by the scorer (`STgamma`, `MET`, …) |
@@ -136,7 +137,6 @@ scripts/run-agent --config configs/anthropics/claude_sonnet.yaml --task sus-16-0
 | `tags`               | seq<string> | Free-form metadata tags |
 | `initial_prompt`     | string | The system prompt the reference `simple` agent receives (from `agents/simple/run.py:build_prompt`); use as a starting point or replace with your own |
 | `task_md`            | string | The full `TASK.md` text — the agent's primary instructions |
-| `task_toml`          | string | Verbatim `task.toml` content (paper id, observable, walltime, …) |
 | `template_yaml`      | string | Null-filled HEPData-style YAML the agent fills with predicted bin values |
 | `n_bins`             | int64  | Total bin count across all dependent variables in the template |
 | `paper_pdf`          | binary | Bytes of the CMS analysis paper (publicly available on CDS/Inspire-HEP) |