Add paper link and task category

README.md

@@ -1,28 +1,29 @@
 ---
 license: apache-2.0
+task_categories:
+- text-generation
 ---
 
-Datasets and query sets for the three benchmark settings from the "Generating Expressive and Customizable Evals for Timeseries Data Analysis Agents with AgentFuel" paper.
+# AgentFuel Benchmarks
+
+Datasets and query sets for the three benchmark settings from the paper [Generating Expressive and Customizable Evals for Timeseries Data Analysis Agents with AgentFuel](https://huggingface.co/papers/2603.12483).
 
 All datasets and query sets were generated using AgentFuel's data generation and question-answer generation modules.
 
-E-commerce
+### E-commerce
 Product analytics for an e-commerce website. Browsing sessions are generated using a state machine covering browsing flows, cart abandonment, and purchase flows.
 
-Datasets: ecommerce_users_data.csv, ecommerce_sessions_data.csv
-
-Queries: 12 stateless (ecommerce_basic.csv) + 12 stateful (ecommerce_stateful.csv)
+- **Datasets**: `ecommerce_users_data.csv`, `ecommerce_sessions_data.csv`
+- **Queries**: 12 stateless (`ecommerce_basic.csv`) + 12 stateful (`ecommerce_stateful.csv`)
 
-IoT
+### IoT
 IoT device monitoring with three sensor exemplars: temperature, pressure, and humidity, each with its own operations state machine and device health metrics.
 
-Dataset: iot_device_data.csv
-
-Queries: 12 stateless (iot_basic.csv) + 12 stateful (iot_stateful.csv)
-
-Telecom
-Telecommunications network telemetry across three related entities: cell sites, transport links, and core nodes. The _with_inc_ dataset variants include an injected cascading incident: a transport link degrades (elevated packet loss, latency, jitter), cascading to connected cell sites (higher RRC failures, lower availability), with a modest effect on core nodes (reduced attached UEs, increased CPU load).
+- **Dataset**: `iot_device_data.csv`
+- **Queries**: 12 stateless (`iot_basic.csv`) + 12 stateful (`iot_stateful.csv`)
 
-Datasets: cell_site_data.csv, transport_link_data.csv, core_node_data.csv (and _with_inc_ variants)
+### Telecom
+Telecommunications network telemetry across three related entities: cell sites, transport links, and core nodes. The `_with_inc_` dataset variants include an injected cascading incident: a transport link degrades (elevated packet loss, latency, jitter), cascading to connected cell sites (higher RRC failures, lower availability), with a modest effect on core nodes (reduced attached UEs, increased CPU load).
 
-Queries: 12 stateless (telecom_basic.csv) + 12 incident-specific (telecom_incident.csv)
+- **Datasets**: `cell_site_data.csv`, `transport_link_data.csv`, `core_node_data.csv` (and `_with_inc_` variants)
+- **Queries**: 12 stateless (`telecom_basic.csv`) + 12 incident-specific (`telecom_incident.csv`)