# Benchmark interfaces

The three interfaces represent the same broad behavioral tasks with different user-context representations.

## Direct

Direct provides behavioral history in `input_text`.

- Belief: prior market questions, choices, and position-derived confidence, followed by a target market.
- Trade: prior current-market and other-market trades plus the target decision context.

Belief Direct has train, validation, and test files. Trade Direct also has all three splits.

## Profile

Profile replaces or summarizes substantial behavior history with a generated wallet profile.

Belief profile rows add:

```text
profile_generator_model, generated_profile
```

Trade profile rows add:

```text
profile_generator_model, wallet_profile
```

The profile files identify the generator model at row level and store the generated representation alongside each model-ready instance.

Belief Profile has train, validation, and test files. Trade Profile releases validation and test benchmark files plus `profiles_test.jsonl`.

## Retrieval

Retrieval augments the prediction context with records from support wallets excluded from the fixed experiment-wallet set.

Belief retrieval rows add:

```text
retrieval_method, retrieved_support
```

The accompanying metadata specifies exact event-slug matching, strict historical filtering, same-wallet exclusion, and top-5 latest matches.

Trade retrieval rows add:

```text
retrieval_method, retrieved_market_traces
```

Trade Retrieval releases validation and test files. Individual rows expose the retrieval method and retrieved traces.


## Cross-interface alignment

Use `sample_id` to compare interfaces. For Belief, released Direct, Profile, and Retrieval split counts match.