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Collection Catalog

Browse benchmark collections from EvalHub, synced at site build time. Curated collections appear first, ordered by their curation priority, followed by non-curated collections.

Use a collection ID to run its benchmarks together. Open its definition for the full description, parameters, and scoring criteria.

Showing 19 of 19 collections

Curated collections

Coding v1

Curated

coding-v1

Evaluates code generation capability of instruction-tuned chat LLMs on execution-based programming problems.

Benchmarks (1)

  • lcb:codegeneration_v6 lighteval
View definition ↗

Fairness and Bias v1

Curated

fairness-bias-v1

Evaluates selected social-bias diagnostics using Winogender pronoun resolution, CrowS-Pairs stereotypical sentence preference, and BBQ disambiguated-context accuracy.

Benchmarks (3)

  • winogender lm_evaluation_harness
  • crows_pairs_english lm_evaluation_harness
  • bbq lm_evaluation_harness
View definition ↗

Instruction and Output Reliability v1

Curated

instruction-output-v1

Evaluates bare-model instruction and output reliability across explicit instruction following, unconstrained JSON/schema compliance, and compound constraint satisfaction.

Benchmarks (3)

  • ifbench ifbench
  • jsonschema_bench_easy lm_evaluation_harness
  • followbench followbench
View definition ↗

Knowledge and Reasoning v1

Curated

knowledge-reasoning-v1

Evaluates closed-book, text-only knowledge and reasoning across difficult scientific, academic and mathematical problems using GPQA Diamond, HLE and MATH-500.

Benchmarks (3)

  • gpqa:diamond lighteval · 0-shot
  • inspect/hle inspect
  • math_500 lighteval · 0-shot
View definition ↗

Long-Context Document Comprehension v1

Curated

document-understanding-v1

Evaluates bare-model understanding of supplied long-context documents and passages using RULER and LongBench v2.

Benchmarks (7)

  • common-words-extraction ruler
  • frequency-words-extraction ruler
  • qa-squad ruler
  • qa-hotpotqa ruler
  • niah-single-essay ruler
  • variable-tracking ruler
  • longbenchv2 lm_evaluation_harness · 0-shot
View definition ↗

Multimodal Document VQA v1

Curated

multimodal-v1

Evaluates vision-language understanding on scanned-document visual question answering using DocVQA.

Benchmarks (1)

  • inspect/docvqa inspect
View definition ↗

Safety and Ethical Principles v1

Curated

safety-ethical-principles-v1

Evaluates toxicity classification, commonsense moral judgment, and preferences for helpful, honest, and harmless responses using ToxiGen, ETHICS, and HHH multiple-choice tasks.

Benchmarks (3)

  • toxigen lm_evaluation_harness
  • ethics_cm lm_evaluation_harness
  • bigbench_hhh_alignment_multiple_choice lm_evaluation_harness
View definition ↗

Tool Use v1

Curated

tool-use-v1

Evaluates single-turn function-calling capability using supplied function schemas, including function selection, argument generation and structural correctness, together with relevance and no-call detection.

Benchmarks (2)

  • inspect/bfcl inspect
  • inspect/bfcl inspect
View definition ↗

Trustworthiness v1

Curated

trustworthiness-v1

Evaluates selected trustworthiness dimensions for bare models, including prompt-injection resistance and multiple-choice misconception resistance.

Benchmarks (2)

  • inspect/cyberseceval-2-pi inspect
  • truthfulqa_mc1 lm_evaluation_harness
View definition ↗

Non-curated collections

evaluate-model-accuracy

evaluate-model-accuracy

Evaluates model accuracy using standard industry research benchmarks in inspectai.

Benchmarks (11)

  • inspect_evals/gsm8k inspect · inspect/custom · 0-shot
  • inspect_evals/gsm8k inspect · inspect/custom · 5-shot
  • inspect_evals/mmlu_pro inspect · inspect/custom · 0-shot
  • inspect_evals/mmlu_pro inspect · inspect/custom · 5-shot
  • inspect_evals/mmlu_5_shot inspect · inspect/custom
  • inspect_evals/gpqa_diamond inspect · inspect/custom
  • inspect_evals/humaneval inspect · inspect/custom
  • inspect_evals/mbpp inspect · inspect/custom
  • inspect_evals/ifeval inspect · inspect/custom
  • inspect_evals/bfcl inspect · inspect/custom
  • inspect_evals/niah inspect · inspect/custom · 0-shot
View definition ↗

Instruction Following v1

instruction-following-v1

Evaluates how well instruction-tuned chat LLMs follow explicit instructions using IFEval's verifiable constraints for length, keywords, formatting, JSON structure, and language.

Benchmarks (1)

  • ifeval lm_evaluation_harness · 0-shot
View definition ↗

Model Validation

model-validation

Evaluates model safety using context-aware vulnerability scanning with custom intent typology and probes of increasing complexity.

Benchmarks (1)

  • intents garak-kfp
View definition ↗

Open LLM Leaderboard v2

leaderboard-v2

Comprehensive evaluation suite for general-purpose language models.

Benchmarks (6)

  • leaderboard_ifeval lm_evaluation_harness
  • leaderboard_bbh lm_evaluation_harness
  • leaderboard_gpqa lm_evaluation_harness
  • leaderboard_mmlu_pro lm_evaluation_harness
  • leaderboard_musr lm_evaluation_harness
  • leaderboard_math_hard lm_evaluation_harness
View definition ↗

Open-Telco v1

open-telco-v1

GSMA Open-Telco suite for evaluating LLMs on telecom-domain tasks.

Benchmarks (4)

  • telemath inspect
  • teleqna inspect
  • telelogs inspect
  • 3gpp-tsg inspect
View definition ↗

Reasoning v1

reasoning-v1

Evaluates multi-step and chain-of-thought reasoning for instruction-tuned chat LLMs across advanced multidomain Q&A, competition mathematics, and expert-level science.

Benchmarks (4)

  • leaderboard_mmlu_pro lm_evaluation_harness · 0-shot
  • math_500 lighteval · 0-shot
  • aime25 lighteval · 0-shot
  • gpqa:diamond lighteval · 0-shot
View definition ↗

Safety and Fairness

safety-and-fairness-v1

Evaluates model safety, bias, and fairness across diverse scenarios.

Benchmarks (6)

  • truthfulqa_mc1 lm_evaluation_harness · 0-shot
  • toxigen lm_evaluation_harness · 0-shot
  • winogender lm_evaluation_harness · 0-shot
  • crows_pairs_english lm_evaluation_harness · 0-shot
  • bbq lm_evaluation_harness · 0-shot
  • ethics_cm lm_evaluation_harness · 0-shot
View definition ↗

Software v1

software-v1

Evaluates non-agentic software capabilities across code generation and code understanding.

Benchmarks (3)

  • lcb:codegeneration_v6 lighteval · 0-shot
  • inspect/bigcodebench inspect
  • cruxeval_output lm_evaluation_harness · 0-shot
View definition ↗

Standard LLM Evaluation Suite v1

standard-llm-evals-v1

Standard evaluation protocol for instruction-tuned chat LLMs covering instruction following, reasoning, math, and coding tasks.

Benchmarks (6)

  • leaderboard_mmlu_pro lm_evaluation_harness · 5-shot
  • ifeval lm_evaluation_harness · 0-shot
  • math_500 lighteval · 0-shot
  • aime25 lighteval · 0-shot
  • gpqa:diamond lighteval · 0-shot
  • lcb:codegeneration_v6 lighteval · 0-shot
View definition ↗

Toxicity and Ethical Principles

toxicity-and-ethical-principles

End-to-end safety assessment covering three dimensions: toxic content generation targeting individuals or groups, tendency to produce false or misleading information, and alignment with ethical principles of…

Benchmarks (3)

  • toxigen lm_evaluation_harness · 0-shot
  • truthfulqa_mc1 lm_evaluation_harness · 0-shot
  • bigbench_hhh_alignment_multiple_choice lm_evaluation_harness · 0-shot
View definition ↗