AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

Six new benchmark pages: context, agents and executable tasks

Explore six newly added benchmark detail pages, with task explanations, reported results and original publications.

These six benchmarks ask practical questions about reasoning, personalization, visual detail, negotiation, retrieval and software migration. Their papers were submitted on October 29–30; November 2 is the date these Radar pages were added. Start with the work you want to evaluate, then open the full methods and results.

Choose the work you need to test

Each detail page keeps its own metric, evaluation setting and source. The links below open the full benchmark records; the scores do not form a combined ranking.

BenchmarkTaskRead with the result
GraphNIAHLong-context graph reasoningAccuracy by question and graph setting
P-ContextBenchPersonal context and action boundariesCapability breakdown and run consistency
CompoSETControlled visual compositionalityMatching protocol and edit category
TradeWarExecution-grounded negotiationSettlement outcomes and adaptation setting
ProSearchScientific protocol retrievalnDCG@10 and retrieval pipeline
ROSTransRobotics software migrationRuntime success and repair budget

GraphNIAH · original paper and version history · P-ContextBench · original paper and version history · CompoSET · original paper and version history · TradeWar · original paper and version history · ProSearch · original paper and version history · ROSTrans · original paper and version history

GraphNIAH: Can a model follow a chain of references through a long context?

Uses scientific citation graphs to test reasoning when all required facts are in the supplied context. Read results by question type, graph size and path depth; finding one isolated fact is a different task.

GraphNIAH · original paper and version history

P-ContextBench: Can a personal agent use context without ignoring a person’s constraints?

Distributes personal facts across evolving synthetic app records. The tasks cover fact recovery, changing states, routine patterns and requests that conflict with a persona’s constraints. Read capability-specific results and consistency across repeated runs alongside overall accuracy.

P-ContextBench · original paper and version history

CompoSET: Does the model notice the one detail that changes the meaning?

Pairs visually similar scenes that differ by one controlled edit, such as a color, count or spatial relation. This limits the scene-level shortcuts that can make image–text matching look easier. Its reported experiments concern dual-encoder vision-language models.

CompoSET · original paper and version history

TradeWar: Does a negotiated agreement still work when it is executed?

Turns negotiation into tariffs and trade allocations inside a multi-country simulation. Capacity and network constraints affect settlement, so agreement alone does not establish a good outcome. Read the Economic Health Index together with agent memory, adaptation and shock conditions.

TradeWar · original paper and version history

ProSearch: Can retrieval satisfy several experimental constraints at once?

Retrieves experimental protocols from queries containing several linked requirements, including numbers and exclusions. The benchmark spans six experimental domains. Keep first-stage retrieval and reranking configurations separate when reading nDCG@10.

ProSearch · original paper and version history

ROSTrans: Does migrated robotics code work after it compiles?

Asks models to migrate ROS1 code into fixed ROS2 packages, then launches nodes and exercises their interfaces. The protected reference tests check runtime behavior. Initial generation, multiple-sample pass rates and feedback-guided repair measure different conditions.

ROSTrans · original paper and version history

References

  1. GraphNIAH · original paper and version history
  2. P-ContextBench · original paper and version history
  3. CompoSET · original paper and version history
  4. TradeWar · original paper and version history
  5. ProSearch · original paper and version history
  6. ROSTrans · original paper and version history