Update README.md with 98 models from MWC leaderboard

README.md

@@ -21,39 +21,39 @@ configs:
 
 # Open Telco Leaderboard Scores
 
-Leaderboard scores extracted from Inspect evaluation logs for 31 models.
+Benchmark scores for **98 models** across 7 telecom-domain benchmarks, sourced from the MWC leaderboard.
 
-This dataset currently publishes **scores only** (no energy metrics).
+This dataset publishes **scores only** (no energy metrics).
 
 ## Files
 
 - `leaderboard_scores.csv`: Flat table for the dataset viewer.
-- `leaderboard_scores.json`: Structured JSON with per-model benchmark scores, stderr, sample counts, and source eval file paths.
+- `leaderboard_scores.json`: Structured JSON with per-model benchmark scores and standard errors.
 
 ## Schema (`leaderboard_scores.csv`)
 
 Core columns:
 
-- `model`
-- `rank`
-- `average`
-- `benchmarks_completed`
+- `model` — Model name
+- `provider` — Model provider (e.g. OpenAI, Google, Meta)
+- `rank` — Rank by average score (descending)
+- `average` — Mean of available benchmark scores
+- `benchmarks_completed` — Number of benchmarks with scores
 
 Per-benchmark columns (for each benchmark):
 
-- `<benchmark>_score`
-- `<benchmark>_stderr`
-- `<benchmark>_n`
+- `<benchmark>_score` — Accuracy score (0-1 scale)
+- `<benchmark>_stderr` — Standard error
 
 Benchmarks:
 
-- `teleqna`
-- `teletables`
-- `oranbench`
-- `srsranbench`
-- `telemath`
-- `telelogs`
-- `three_gpp`
+- `teleqna` — Telecom Q&A (multiple choice)
+- `teletables` — Table understanding
+- `oranbench` — O-RAN knowledge
+- `srsranbench` — srsRAN knowledge
+- `telemath` — Telecom math problems
+- `telelogs` — Telecom log analysis
+- `three_gpp` — 3GPP specification knowledge
 
 ## Usage