Update README.md

README.md

@@ -2,11 +2,27 @@
 license: apache-2.0
 ---
 
-This is a labeled dataset of timeseries datasets and question-answer pairs to evaluate timeseries data agents.
+Datasets and query sets for the three benchmark settings from the "Generating Expressive and Customizable Evals for Timeseries Data Analysis Agents with AgentFuel" paper.
 
-The E-commerce data models  user browsing sessions in an e-commerce setting. 
-The IoT  dataset models IoT device health metrics for temperature, pressure, and humidity sensors.
-The  Telecom Network dataset models telemetry for transport links, core nodes, and cell sites in a synthetic telco setting.
+All datasets and query sets were generated using AgentFuel's data generation and question-answer generation modules.
 
-For each dataset we have also included a curated set of question-answer pairs consisting of both 
-"stateless",  "stateful", and "incident relevant" queries to test data agents. 
+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)
+
+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).
+
+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)