docs: Add benchmarks page

README.md

@@ -51,7 +51,6 @@ NeMo Evaluator Launcher provides pre-built evaluation containers for different e
 | **mmath** | Multilingual math reasoning | [Link](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/mmath) | `25.09.1` | EN, ZH, AR, ES, FR, JA, KO, PT, TH, VI |
 | **mtbench** | Multi-turn conversation evaluation | [Link](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/mtbench) | `25.09.1` | MT-Bench |
 | **nemo-skills** | Language model benchmarks (science, math, agentic)  | [Link](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/nemo_skills) | `25.09.1` | AIME 24 & 25, BFCL_v3, GPQA, HLE, LiveCodeBench, MMLU, MMLU-Pro |
-| **mtbench** | Multi-turn conversation evaluation | [Link](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/mtbench) | `25.09.1` | MT-Bench |
 | **profbench** | Professional domains in Business and Scientific Research | [Link](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/profbench) | `25.09.1` | ProfBench |
 | **rag_retriever_eval** | RAG system evaluation | [Link](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/rag_retriever_eval) | `25.09.1` | RAG, Retriever |
 | **safety-harness** | Safety and bias evaluation | [Link](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/safety-harness) | `25.09.1` | Aegis v2, BBQ, WildGuard |

docs/_resources/tasks-table.md

@@ -0,0 +1,116 @@
+
+```{list-table}
+:header-rows: 1
+:widths: 20 25 15 15 25
+
+* - Container
+  - Description
+  - NGC Catalog
+  - Latest Tag
+  - Key Benchmarks
+* - **agentic_eval**
+  - Agentic AI evaluation framework
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/agentic_eval)
+  - {{ docker_compose_latest }}
+  - agentic_eval_answer_accuracy, agentic_eval_goal_accuracy_with_reference, agentic_eval_goal_accuracy_without_reference, agentic_eval_topic_adherence, agentic_eval_tool_call_accuracy
+* - **bfcl**
+  - Function calling evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/bfcl)
+  - {{ docker_compose_latest }}
+  - bfclv2, bfclv2_ast, bfclv2_ast_prompting, bfclv3, bfclv3_ast, bfclv3_ast_prompting
+* - **bigcode-evaluation-harness**
+  - Code generation evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/bigcode-evaluation-harness)
+  - {{ docker_compose_latest }}
+  - humaneval, humaneval_instruct, humanevalplus, mbpp, mbppplus, mbppplus_nemo, multiple-cpp, multiple-cs, multiple-d, multiple-go, multiple-java, multiple-jl, multiple-js, multiple-lua, multiple-php, multiple-pl, multiple-py, multiple-r, multiple-rb, multiple-rkt, multiple-rs, multiple-scala, multiple-sh, multiple-swift, multiple-ts
+* -  **compute-eval**
+  - CUDA code evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/compute-eval)
+  - {{ docker_compose_latest }}
+  - cccl_problems, combined_problems, cuda_problems
+* - **garak**
+  - Security and robustness testing
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/garak)
+  - {{ docker_compose_latest }}
+  - garak
+* - **genai-perf**
+  - GenAI performance benchmarking
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/genai-perf)
+  - {{ docker_compose_latest }}
+  - genai_perf_generation, genai_perf_summarization
+* - **helm**
+  - Holistic evaluation framework
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/helm)
+  - {{ docker_compose_latest }}
+  - ci_bench, ehr_sql, head_qa, med_dialog_healthcaremagic, med_dialog_icliniq, medbullets, medcalc_bench, medec, medhallu, medi_qa, medication_qa, mtsamples_procedures, mtsamples_replicate, pubmed_qa, race_based_med
+* - **hle**
+  - Academic knowledge and problem solving
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/hle)
+  - {{ docker_compose_latest }}
+  - hle
+* - **ifbench**
+  - Instruction following evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/ifbench)
+  - {{ docker_compose_latest }}
+  - ifbench
+* - **livecodebench**
+  - Live coding evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/livecodebench)
+  - {{ docker_compose_latest }}
+  - AA_codegeneration, codeexecution_v2, codeexecution_v2_cot, codegeneration_notfast, codegeneration_release_latest, codegeneration_release_v1, codegeneration_release_v2, codegeneration_release_v3, codegeneration_release_v4, codegeneration_release_v5, codegeneration_release_v6, livecodebench_0724_0125, livecodebench_0824_0225
+* - **lm-evaluation-harness**
+  - Language model benchmarks
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/lm-evaluation-harness)
+  - {{ docker_compose_latest }}
+  - adlr_arc_challenge_llama, adlr_gsm8k_fewshot_cot, adlr_humaneval_greedy, adlr_humanevalplus_greedy, adlr_mbpp_sanitized_3shot_greedy, adlr_mbppplus_greedy_sanitized, adlr_minerva_math_nemo, adlr_mmlu_pro_5_shot_base, adlr_race, adlr_truthfulqa_mc2, agieval, arc_challenge, arc_challenge_chat, arc_multilingual, bbh, bbh_instruct, bbq, commonsense_qa, frames_naive, frames_naive_with_links, frames_oracle, global_mmlu, global_mmlu_ar, global_mmlu_bn, global_mmlu_de, global_mmlu_en, global_mmlu_es, global_mmlu_fr, global_mmlu_full, global_mmlu_full_am, global_mmlu_full_ar, global_mmlu_full_bn, global_mmlu_full_cs, global_mmlu_full_de, global_mmlu_full_el, global_mmlu_full_en, global_mmlu_full_es, global_mmlu_full_fa, global_mmlu_full_fil, global_mmlu_full_fr, global_mmlu_full_ha, global_mmlu_full_he, global_mmlu_full_hi, global_mmlu_full_id, global_mmlu_full_ig, global_mmlu_full_it, global_mmlu_full_ja, global_mmlu_full_ko, global_mmlu_full_ky, global_mmlu_full_lt, global_mmlu_full_mg, global_mmlu_full_ms, global_mmlu_full_ne, global_mmlu_full_nl, global_mmlu_full_ny, global_mmlu_full_pl, global_mmlu_full_pt, global_mmlu_full_ro, global_mmlu_full_ru, global_mmlu_full_si, global_mmlu_full_sn, global_mmlu_full_so, global_mmlu_full_sr, global_mmlu_full_sv, global_mmlu_full_sw, global_mmlu_full_te, global_mmlu_full_tr, global_mmlu_full_uk, global_mmlu_full_vi, global_mmlu_full_yo, global_mmlu_full_zh, global_mmlu_hi, global_mmlu_id, global_mmlu_it, global_mmlu_ja, global_mmlu_ko, global_mmlu_pt, global_mmlu_sw, global_mmlu_yo, global_mmlu_zh, gpqa, gpqa_diamond_cot, gpqa_diamond_cot_5_shot, gsm8k, gsm8k_cot_instruct, gsm8k_cot_llama, gsm8k_cot_zeroshot, gsm8k_cot_zeroshot_llama, hellaswag, hellaswag_multilingual, humaneval_instruct, ifeval, m_mmlu_id_str, mbpp_plus, mgsm, mgsm_cot, mmlu, mmlu_cot_0_shot_chat, mmlu_instruct, mmlu_logits, mmlu_pro, mmlu_pro_instruct, mmlu_prox, mmlu_prox_de, mmlu_prox_es, mmlu_prox_fr, mmlu_prox_it, mmlu_prox_ja, mmlu_redux, mmlu_redux_instruct, musr, openbookqa, piqa, social_iqa, truthfulqa, wikilingua, winogrande
+* - **mmath**
+  - Multilingual math reasoning
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/mmath)
+  - {{ docker_compose_latest }}
+  - mmath_ar, mmath_en, mmath_es, mmath_fr, mmath_ja, mmath_ko, mmath_pt, mmath_th, mmath_vi, mmath_zh
+* - **mtbench**
+  - Multi-turn conversation evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/mtbench)
+  - {{ docker_compose_latest }}
+  - mtbench, mtbench-cor1
+* - **nemo-skills**
+  - Language model benchmarks (science, math, agentic)
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/nemo_skills)
+  - {{ docker_compose_latest }}
+  - ns_aime2024, ns_aime2025, ns_aime2025_ef, ns_bfcl_v3, ns_gpqa, ns_gpqa_ef, ns_hle, ns_livecodebench, ns_mmlu, ns_mmlu_pro
+* - **profbench**
+  - Professional domains in Business and Scientific Research
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/profbench)
+  - {{ docker_compose_latest }}
+  - report_generation, llm_judge
+* - **rag_retriever_eval**
+  - RAG system evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/rag_retriever_eval)
+  - {{ docker_compose_latest }}
+  - RAG, Retriever
+* - **safety-harness**
+  - Safety and bias evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/safety-harness)
+  - {{ docker_compose_latest }}
+  - aegis_v2, aegis_v2_ar, aegis_v2_de, aegis_v2_es, aegis_v2_fr, aegis_v2_hi, aegis_v2_ja, aegis_v2_reasoning, aegis_v2_th, aegis_v2_zh-CN, bbq_full, bbq_small, wildguard
+* - **scicode**
+  - Coding for scientific research
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/scicode)
+  - {{ docker_compose_latest }}
+  - aa_scicode, scicode, scicode_background
+* - **simple-evals**
+  - Basic evaluation tasks
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/simple-evals)
+  - {{ docker_compose_latest }}
+  - AA_AIME_2024, AA_math_test_500, AIME_2024, AIME_2025, aime_2024_nemo, aime_2025_nemo, gpqa_diamond, gpqa_diamond_aa_v2, gpqa_diamond_aa_v2_llama_4, gpqa_diamond_nemo, gpqa_extended, gpqa_main, humaneval, humanevalplus, math_test_500, math_test_500_nemo, mgsm, mmlu, mmlu_am, mmlu_ar, mmlu_ar-lite, mmlu_bn, mmlu_bn-lite, mmlu_cs, mmlu_de, mmlu_de-lite, mmlu_el, mmlu_en, mmlu_en-lite, mmlu_es, mmlu_es-lite, mmlu_fa, mmlu_fil, mmlu_fr, mmlu_fr-lite, mmlu_ha, mmlu_he, mmlu_hi, mmlu_hi-lite, mmlu_id, mmlu_id-lite, mmlu_ig, mmlu_it, mmlu_it-lite, mmlu_ja, mmlu_ja-lite, mmlu_ko, mmlu_ko-lite, mmlu_ky, mmlu_llama_4, mmlu_lt, mmlu_mg, mmlu_ms, mmlu_my-lite, mmlu_ne, mmlu_nl, mmlu_ny, mmlu_pl, mmlu_pro, mmlu_pro_llama_4, mmlu_pt, mmlu_pt-lite, mmlu_ro, mmlu_ru, mmlu_si, mmlu_sn, mmlu_so, mmlu_sr, mmlu_sv, mmlu_sw, mmlu_sw-lite, mmlu_te, mmlu_tr, mmlu_uk, mmlu_vi, mmlu_yo, mmlu_yo-lite, mmlu_zh-lite, simpleqa
+* - **tooltalk**
+  - Tool usage evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/tooltalk)
+  - {{ docker_compose_latest }}
+  - tooltalk
+* - **vlmevalkit**
+  - Vision-language model evaluation
+  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/vlmevalkit)
+  - {{ docker_compose_latest }}
+  - ai2d_judge, chartqa, ocrbench, slidevqa
+```

docs/about/key-features.md

@@ -57,115 +57,7 @@ nemo-evaluator-launcher export <invocation_id> --dest gsheets
 ### Container-First Architecture
 Pre-built NGC containers guarantee reproducible results across environments:
 
-```{list-table}
-:header-rows: 1
-:widths: 20 25 15 15 25
-
-* - Container
-  - Description
-  - NGC Catalog
-  - Latest Tag
-  - Key Benchmarks
-* - **agentic_eval**
-  - Agentic AI evaluation framework
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/agentic_eval)
-  - {{ docker_compose_latest }}
-  - agentic_eval_answer_accuracy, agentic_eval_goal_accuracy_with_reference, agentic_eval_goal_accuracy_without_reference, agentic_eval_topic_adherence, agentic_eval_tool_call_accuracy
-* - **bfcl**
-  - Function calling evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/bfcl)
-  - {{ docker_compose_latest }}
-  - bfclv2, bfclv2_ast, bfclv2_ast_prompting, bfclv3, bfclv3_ast, bfclv3_ast_prompting
-* - **bigcode-evaluation-harness**
-  - Code generation evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/bigcode-evaluation-harness)
-  - {{ docker_compose_latest }}
-  - humaneval, humaneval_instruct, humanevalplus, mbpp, mbppplus, mbppplus_nemo, multiple-cpp, multiple-cs, multiple-d, multiple-go, multiple-java, multiple-jl, multiple-js, multiple-lua, multiple-php, multiple-pl, multiple-py, multiple-r, multiple-rb, multiple-rkt, multiple-rs, multiple-scala, multiple-sh, multiple-swift, multiple-ts
-* -  **compute-eval**
-  - CUDA code evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/compute-eval)
-  - {{ docker_compose_latest }}
-  - cccl_problems, combined_problems, cuda_problems
-* - **garak**
-  - Security and robustness testing
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/garak)
-  - {{ docker_compose_latest }}
-  - garak
-* - **genai-perf**
-  - GenAI performance benchmarking
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/genai-perf)
-  - {{ docker_compose_latest }}
-  - genai_perf_generation, genai_perf_summarization
-* - **helm**
-  - Holistic evaluation framework
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/helm)
-  - {{ docker_compose_latest }}
-  - ci_bench, ehr_sql, head_qa, med_dialog_healthcaremagic, med_dialog_icliniq, medbullets, medcalc_bench, medec, medhallu, medi_qa, medication_qa, mtsamples_procedures, mtsamples_replicate, pubmed_qa, race_based_med
-* - **hle**
-  - Academic knowledge and problem solving
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/hle)
-  - {{ docker_compose_latest }}
-  - hle
-* - **ifbench**
-  - Instruction following evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/ifbench)
-  - {{ docker_compose_latest }}
-  - ifbench
-* - **livecodebench**
-  - Live coding evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/livecodebench)
-  - {{ docker_compose_latest }}
-  - AA_codegeneration, codeexecution_v2, codeexecution_v2_cot, codegeneration_notfast, codegeneration_release_latest, codegeneration_release_v1, codegeneration_release_v2, codegeneration_release_v3, codegeneration_release_v4, codegeneration_release_v5, codegeneration_release_v6, livecodebench_0724_0125, livecodebench_0824_0225
-* - **lm-evaluation-harness**
-  - Language model benchmarks
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/lm-evaluation-harness)
-  - {{ docker_compose_latest }}
-  - adlr_arc_challenge_llama, adlr_gsm8k_fewshot_cot, adlr_humaneval_greedy, adlr_humanevalplus_greedy, adlr_mbpp_sanitized_3shot_greedy, adlr_mbppplus_greedy_sanitized, adlr_minerva_math_nemo, adlr_mmlu_pro_5_shot_base, adlr_race, adlr_truthfulqa_mc2, agieval, arc_challenge, arc_challenge_chat, arc_multilingual, bbh, bbh_instruct, bbq, commonsense_qa, frames_naive, frames_naive_with_links, frames_oracle, global_mmlu, global_mmlu_ar, global_mmlu_bn, global_mmlu_de, global_mmlu_en, global_mmlu_es, global_mmlu_fr, global_mmlu_full, global_mmlu_full_am, global_mmlu_full_ar, global_mmlu_full_bn, global_mmlu_full_cs, global_mmlu_full_de, global_mmlu_full_el, global_mmlu_full_en, global_mmlu_full_es, global_mmlu_full_fa, global_mmlu_full_fil, global_mmlu_full_fr, global_mmlu_full_ha, global_mmlu_full_he, global_mmlu_full_hi, global_mmlu_full_id, global_mmlu_full_ig, global_mmlu_full_it, global_mmlu_full_ja, global_mmlu_full_ko, global_mmlu_full_ky, global_mmlu_full_lt, global_mmlu_full_mg, global_mmlu_full_ms, global_mmlu_full_ne, global_mmlu_full_nl, global_mmlu_full_ny, global_mmlu_full_pl, global_mmlu_full_pt, global_mmlu_full_ro, global_mmlu_full_ru, global_mmlu_full_si, global_mmlu_full_sn, global_mmlu_full_so, global_mmlu_full_sr, global_mmlu_full_sv, global_mmlu_full_sw, global_mmlu_full_te, global_mmlu_full_tr, global_mmlu_full_uk, global_mmlu_full_vi, global_mmlu_full_yo, global_mmlu_full_zh, global_mmlu_hi, global_mmlu_id, global_mmlu_it, global_mmlu_ja, global_mmlu_ko, global_mmlu_pt, global_mmlu_sw, global_mmlu_yo, global_mmlu_zh, gpqa, gpqa_diamond_cot, gpqa_diamond_cot_5_shot, gsm8k, gsm8k_cot_instruct, gsm8k_cot_llama, gsm8k_cot_zeroshot, gsm8k_cot_zeroshot_llama, hellaswag, hellaswag_multilingual, humaneval_instruct, ifeval, m_mmlu_id_str, mbpp_plus, mgsm, mgsm_cot, mmlu, mmlu_cot_0_shot_chat, mmlu_instruct, mmlu_logits, mmlu_pro, mmlu_pro_instruct, mmlu_prox, mmlu_prox_de, mmlu_prox_es, mmlu_prox_fr, mmlu_prox_it, mmlu_prox_ja, mmlu_redux, mmlu_redux_instruct, musr, openbookqa, piqa, social_iqa, truthfulqa, wikilingua, winogrande
-* - **mmath**
-  - Multilingual math reasoning
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/mmath)
-  - {{ docker_compose_latest }}
-  - mmath_ar, mmath_en, mmath_es, mmath_fr, mmath_ja, mmath_ko, mmath_pt, mmath_th, mmath_vi, mmath_zh
-* - **mtbench**
-  - Multi-turn conversation evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/mtbench)
-  - {{ docker_compose_latest }}
-  - mtbench, mtbench-cor1
-* - **nemo-skills**
-  - Language model benchmarks (science, math, agentic)
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/nemo_skills)
-  - {{ docker_compose_latest }}
-  - ns_aime2024, ns_aime2025, ns_aime2025_ef, ns_bfcl_v3, ns_gpqa, ns_gpqa_ef, ns_hle, ns_livecodebench, ns_mmlu, ns_mmlu_pro
-* - **rag_retriever_eval**
-  - RAG system evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/rag_retriever_eval)
-  - {{ docker_compose_latest }}
-  - RAG, Retriever
-* - **safety-harness**
-  - Safety and bias evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/safety-harness)
-  - {{ docker_compose_latest }}
-  - aegis_v2, aegis_v2_ar, aegis_v2_de, aegis_v2_es, aegis_v2_fr, aegis_v2_hi, aegis_v2_ja, aegis_v2_reasoning, aegis_v2_th, aegis_v2_zh-CN, bbq_full, bbq_small, wildguard
-* - **scicode**
-  - Coding for scientific research
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/scicode)
-  - {{ docker_compose_latest }}
-  - aa_scicode, scicode, scicode_background
-* - **simple-evals**
-  - Basic evaluation tasks
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/simple-evals)
-  - {{ docker_compose_latest }}
-  - AA_AIME_2024, AA_math_test_500, AIME_2024, AIME_2025, aime_2024_nemo, aime_2025_nemo, gpqa_diamond, gpqa_diamond_aa_v2, gpqa_diamond_aa_v2_llama_4, gpqa_diamond_nemo, gpqa_extended, gpqa_main, humaneval, humanevalplus, math_test_500, math_test_500_nemo, mgsm, mmlu, mmlu_am, mmlu_ar, mmlu_ar-lite, mmlu_bn, mmlu_bn-lite, mmlu_cs, mmlu_de, mmlu_de-lite, mmlu_el, mmlu_en, mmlu_en-lite, mmlu_es, mmlu_es-lite, mmlu_fa, mmlu_fil, mmlu_fr, mmlu_fr-lite, mmlu_ha, mmlu_he, mmlu_hi, mmlu_hi-lite, mmlu_id, mmlu_id-lite, mmlu_ig, mmlu_it, mmlu_it-lite, mmlu_ja, mmlu_ja-lite, mmlu_ko, mmlu_ko-lite, mmlu_ky, mmlu_llama_4, mmlu_lt, mmlu_mg, mmlu_ms, mmlu_my-lite, mmlu_ne, mmlu_nl, mmlu_ny, mmlu_pl, mmlu_pro, mmlu_pro_llama_4, mmlu_pt, mmlu_pt-lite, mmlu_ro, mmlu_ru, mmlu_si, mmlu_sn, mmlu_so, mmlu_sr, mmlu_sv, mmlu_sw, mmlu_sw-lite, mmlu_te, mmlu_tr, mmlu_uk, mmlu_vi, mmlu_yo, mmlu_yo-lite, mmlu_zh-lite, simpleqa
-* - **tooltalk**
-  - Tool usage evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/tooltalk)
-  - {{ docker_compose_latest }}
-  - tooltalk
-* - **vlmevalkit**
-  - Vision-language model evaluation
-  - [NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/eval-factory/containers/vlmevalkit)
-  - {{ docker_compose_latest }}
-  - ai2d_judge, chartqa, ocrbench, slidevqa
+```{include} ../_resources/tasks-table.md
 ```
 
 ```bash
@@ -302,7 +194,7 @@ NeMo Evaluator supports OpenAI-compatible API endpoints:
 
 - **Hosted Models**: NVIDIA Build, OpenAI, Anthropic, Cohere
 - **Self-Hosted**: vLLM, TRT-LLM, NeMo Framework
-- **Custom Endpoints**: Any service implementing OpenAI API spec (test compatibility with our [Testing Endpoint Compatibility](../deployment/bring-your-own-endpoint/testing-endpoint-oai-compatibility.md) guide)
+- **Custom Endpoints**: Any service implementing OpenAI API spec (test compatibility with our {ref}`deployment-testing-compatibility` guide)
 
 The platform supports the following endpoint types:
 

docs/conf.py

@@ -136,7 +136,7 @@
     "support_email": "update-me",
     "min_python_version": "3.8",
     "recommended_cuda": "12.0+",
-    "docker_compose_latest": "25.09",
+    "docker_compose_latest": "25.09.1",
 }
 
 # Enable figure numbering