Game-Intention Benchmark

A cross-game intent-forecasting benchmark: from tournament commentary (+ video frames), predict the next-stage gameplay intention of professional players, across 11 games.

Games (target 5 matches each; bw / wot 1 each)

dota · cs · pubg · sc2 · lol · aoe2 · wc3 · aom · coh3 · bw · wot

Repo layout ↔ local data/

This repo's root corresponds to the local data/ directory. To use with the code, clone this repo into your code checkout as data/ (or symlink it there):

dir	content
intents/	{stem}.intent.json — canonical LLM intention annotations (core product)
transcripts/	{stem}.aligned.json — ASR + diarization + time-aligned commentary
audio/	{stem}.wav — 16 kHz commentary audio
raw/	{stem}_full.mp4/.webm — full-match VODs (≈18.8 GB, LFS)
data_pair/	final dataset: {game}/{stem}/{match.json, record.json, episodes/*.json}
research_probe/	Q1 record-parsing probe artifacts
temp/	scratch

Status (2026-08-27)

• 31 / 47 matches annotated (intents/*.intent.json); 4 games complete at 5 (dota, lol, pubg, wc3).
• 16 matches pending ASR+intent — their VODs are already in raw/; pipeline rerun on a GPU machine.
• See DATASET_STATUS.md for the per-game done/missing breakdown + migration checklist.

Record alignment

• dota, pubg: fully aligned (OpenDota / PUBG API telemetry, offset-aware).
• sc2, aoe2, wc3, lol: record present but format-sample / game-level (not VOD-aligned).
• cs, aom, coh3, bw, wot: no same-match record (sources blocked).

Data-pair structure

Each match → {game}/{stem}/:

• match.json — metadata (vod_url, vod_match_start, duration, record_status, n_episodes)
• record.json — game event stream (where available)
• episodes/{NNN}_{hash}.json — one data pair per episode: commentary (asr segments + intent events) + record_events (time-aligned game events)

Each episode carries three timestamp forms: audio_start/end, vod_start/end (+ _hms), and vod_offset.

License

Annotations (intents, transcripts, data_pair) under CC-BY-NC-4.0 for research. Raw VOD footage is third-party (tournament broadcasters); research use only, not redistributed commercially. Secrets (config.yaml, .env) are NOT in this repo — migrate separately.