# GNM

Source: [GNM](<https://www.sota2.com/research/dataset/gnm>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 2. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/dataset/gnm.md?page=2>): Follow this link to discover more pages.

- [Personalization on Community Alignment (CA)](<https://www.sota2.com/research/sota/personalization-on-community-alignment-ca.md>): Personalization; Community Alignment (CA).

- [Multi-perspective Alignment on Multi-Perspective Alignment Environment (test)](<https://www.sota2.com/research/sota/multi-perspective-alignment-on-multi-perspective-alignment-environment-test.md>): Multi-perspective Alignment; Multi-Perspective Alignment Environment (test).

- [Helpfulness alignment on HHH alignment](<https://www.sota2.com/research/sota/helpfulness-alignment-on-hhh-alignment.md>): Helpfulness alignment; HHH alignment.

- [Quadratic Assignment Problem on QAP Cross-domain Transfer (nug12-30, tai20a-256c)](<https://www.sota2.com/research/sota/quadratic-assignment-problem-on-qap-cross-domain-transfer-nug12-30-tai20a-256c.md>): Quadratic Assignment Problem; QAP (Quadratic Assignment Problem) Cross-domain Transfer nug12-30, tai20a-256c.

- [Holistic Social Debiasing Assessment on Alignment and Bias Level Evaluation (ABLE)](<https://www.sota2.com/research/sota/holistic-social-debiasing-assessment-on-alignment-and-bias-level-evaluation-able.md>): Holistic Social Debiasing Assessment; Alignment and Bias Level Evaluation (ABLE).

- [Word Alignment on RWTH Gold Alignment de-en (test)](<https://www.sota2.com/research/sota/word-alignment-on-rwth-gold-alignment-de-en-test.md>): Word Alignment; RWTH Gold Alignment de-en (test).

- [Global-optimum attainment on Multi-drone assignment scenarios](<https://www.sota2.com/research/sota/global-optimum-attainment-on-multi-drone-assignment-scenarios.md>): Global-optimum attainment; Multi-drone assignment scenarios.

- [Community Alignment on Community Alignment (CA)](<https://www.sota2.com/research/sota/community-alignment-on-community-alignment-ca.md>): Community Alignment; Community Alignment (CA).

- [Honesty alignment on HHH alignment](<https://www.sota2.com/research/sota/honesty-alignment-on-hhh-alignment.md>): Honesty alignment; HHH alignment.

- [Clinical Prediction on EHRSHOT Assignment of New Diag.](<https://www.sota2.com/research/sota/clinical-prediction-on-ehrshot-assignment-of-new-diag.md>): Clinical Prediction; EHRSHOT Assignment of New Diag..

- [New Diagnosis Prediction on EHRSHOT Assignment of New Diagnoses](<https://www.sota2.com/research/sota/new-diagnosis-prediction-on-ehrshot-assignment-of-new-diagnoses.md>): New Diagnosis Prediction; EHRSHOT Assignment of New Diagnoses.

- [Dual Face-Hair Retrieval on DFHR-Bench Bimodal Alignment](<https://www.sota2.com/research/sota/dual-face-hair-retrieval-on-dfhr-bench-bimodal-alignment.md>): Dual Face-Hair Retrieval; DFHR-Bench Bimodal Alignment.

- [General Alignment on General Alignment and Coherence](<https://www.sota2.com/research/sota/general-alignment-on-general-alignment-and-coherence.md>): General Alignment; General Alignment and Coherence.

- [Spatial Alignment on spatial alignment benchmark](<https://www.sota2.com/research/sota/spatial-alignment-on-spatial-alignment-benchmark.md>): spatial alignment; spatial alignment benchmark.

- [Deception Detection on Agentic Misalignment](<https://www.sota2.com/research/sota/deception-detection-on-agentic-misalignment.md>): Deception Detection; Agentic Misalignment.

- [Specification Alignment on Specification Alignment Evaluation Set (full (1500))](<https://www.sota2.com/research/sota/specification-alignment-on-specification-alignment-evaluation-set-full-1500.md>): Specification Alignment; Specification Alignment Evaluation Set (full (1500)).

- [Model Alignment Evaluation on Stoic Alignment Benchmark](<https://www.sota2.com/research/sota/model-alignment-evaluation-on-stoic-alignment-benchmark.md>): Model Alignment Evaluation; Stoic Alignment Benchmark.

- [ASR-OCR Alignment on Technical Presentation Slide Alignment Dataset 96 samples 1.0](<https://www.sota2.com/research/sota/asr-ocr-alignment-on-technical-presentation-slide-alignment-dataset-96-samples-1-0.md>): ASR-OCR Alignment; Technical Presentation Slide Alignment Dataset 96 samples 1.0.

- [Generalist Alignment on AlpacaEval 2.0](<https://www.sota2.com/research/sota/generalist-alignment-on-alpacaeval-2-0.md>): Generalist Alignment; AlpacaEval Generalist alignment prompts 2.0.

- [Chinese Value Alignment Benchmark 1.0 (Chinese)](<https://www.sota2.com/research/sota/chinese-value-alignment-benchmark-1-0-chinese.md>): Value Alignment Evaluation; Chinese Value Alignment Benchmark 1.0 (Chinese).

- [Latent Knowledge Elicitation on Deceptive Alignment Benchmark (DAB) 400 scenarios](<https://www.sota2.com/research/sota/latent-knowledge-elicitation-on-deceptive-alignment-benchmark-dab-400-scenarios.md>): Latent Knowledge Elicitation; Deceptive Alignment Benchmark (DAB) 400 scenarios.

- [Prompt Hijacking on IHEval Prompt Hijacking - Alignment 1.0](<https://www.sota2.com/research/sota/prompt-hijacking-on-iheval-prompt-hijacking-alignment-1-0.md>): Prompt Hijacking; IHEval Prompt Hijacking - Alignment 1.0.

- [Prompt Extraction on IHEval Prompt Extraction Alignment 1.0](<https://www.sota2.com/research/sota/prompt-extraction-on-iheval-prompt-extraction-alignment-1-0.md>): Prompt Extraction; IHEval Prompt Extraction Alignment 1.0.

- [Safety Alignment on Safety Alignment](<https://www.sota2.com/research/sota/safety-alignment-on-safety-alignment.md>): Safety Alignment; Safety Alignment.

- [Novelty Alignment unseen (test)](<https://www.sota2.com/research/sota/novelty-alignment-unseen-test.md>): Novelty Alignment; Novelty Alignment unseen (test).

- [Music Textual Alignment on M-TA](<https://www.sota2.com/research/sota/music-textual-alignment-on-m-ta.md>): Music Textual Alignment; M-TA (Music Textual Alignment).

- [Value Alignment Text Rewriting on Value Alignment Dataset](<https://www.sota2.com/research/sota/value-alignment-text-rewriting-on-value-alignment-dataset.md>): Value Alignment Text Rewriting; Value Alignment Dataset.

- [Text-to-Image Generation on Text-to-Image Alignment Prompts FLUX.2-Klein-4B (test)](<https://www.sota2.com/research/sota/text-to-image-generation-on-text-to-image-alignment-prompts-flux-2-klein-4b-test.md>): Text-to-Image Generation; Text-to-Image Alignment Prompts FLUX.2-Klein-4B (test).

- [Lifelong Alignment on Six sequential tasks for lifelong alignment](<https://www.sota2.com/research/sota/lifelong-alignment-on-six-sequential-tasks-for-lifelong-alignment.md>): Lifelong Alignment; Six sequential tasks for lifelong alignment.

- [Part-level Alignment on Part-level Alignment Base](<https://www.sota2.com/research/sota/part-level-alignment-on-part-level-alignment-base.md>): Part-level Alignment; Part-level Alignment Base.

- [Part-level Alignment on Part-level Alignment (All Pick5)](<https://www.sota2.com/research/sota/part-level-alignment-on-part-level-alignment-all-pick5.md>): Part-level Alignment; Part-level Alignment (All Pick5).

- [Part-level Alignment on Part-level Alignment (All)](<https://www.sota2.com/research/sota/part-level-alignment-on-part-level-alignment-all.md>): Part-level Alignment; Part-level Alignment (All).

- [Cultural Awareness & Instruction Following on Arabic Cultural Value Alignment (test)](<https://www.sota2.com/research/sota/cultural-awareness-and-instruction-following-on-arabic-cultural-value-alignment-test.md>): Cultural Awareness & Instruction Following; Arabic Cultural Value Alignment (test).

- [Safety Alignment on Safety Alignment Dataset 4-order (test)](<https://www.sota2.com/research/sota/safety-alignment-on-safety-alignment-dataset-4-order-test.md>): Safety Alignment; Safety Alignment Dataset 4-order (test).

- [Safety Alignment on Safety Alignment Dataset 3-order (test)](<https://www.sota2.com/research/sota/safety-alignment-on-safety-alignment-dataset-3-order-test.md>): Safety Alignment; Safety Alignment Dataset 3-order (test).

- [Safety Alignment on Safety Alignment Dataset 2-order (test)](<https://www.sota2.com/research/sota/safety-alignment-on-safety-alignment-dataset-2-order-test.md>): Safety Alignment; Safety Alignment Dataset 2-order (test).

- [Safety Alignment on Safety Alignment Dataset 1-order (test)](<https://www.sota2.com/research/sota/safety-alignment-on-safety-alignment-dataset-1-order-test.md>): Safety Alignment; Safety Alignment Dataset 1-order (test).

- [Dynamic Real2Sim alignment on Real2Sim alignment dataset (test)](<https://www.sota2.com/research/sota/dynamic-real2sim-alignment-on-real2sim-alignment-dataset-test.md>): Dynamic Real2Sim alignment; Real2Sim alignment dataset (Milk, Oreo, Ovaltine, Spam) 1.0 (test).

- [Link Prediction on GNM-30K (test)](<https://www.sota2.com/research/sota/link-prediction-on-gnm-30k-test.md>): Link Prediction; GNM-30K (test).

- [3D Object Detection on nuScenes Noise Misalignment (val)](<https://www.sota2.com/research/sota/3d-object-detection-on-nuscenes-noise-misalignment-val.md>): 3D Object Detection; nuScenes Noise Misalignment (val).

- [Dialogue Generation on Dialogue-level evaluation Ethical and Affective Alignment](<https://www.sota2.com/research/sota/dialogue-generation-on-dialogue-level-evaluation-ethical-and-affective-alignment.md>): Dialogue Generation; Dialogue-level evaluation Ethical and Affective Alignment.

- [Reward Modeling on HHH-Alignment Reversed](<https://www.sota2.com/research/sota/reward-modeling-on-hhh-alignment-reversed.md>): Reward Modeling; HHH-Alignment Reversed.

- [Reward Modeling on HHH-Alignment Standard](<https://www.sota2.com/research/sota/reward-modeling-on-hhh-alignment-standard.md>): Reward Modeling; HHH-Alignment Standard.

- [Clustering on Hdigit 1% alignment (test)](<https://www.sota2.com/research/sota/clustering-on-hdigit-1-percent-alignment-test.md>): Clustering; Hdigit 1% alignment (test).

- [Clustering on MNIST-USPS 1% alignment (test)](<https://www.sota2.com/research/sota/clustering-on-mnist-usps-1-percent-alignment-test.md>): Clustering; MNIST-USPS 1% alignment (test).

- [Moral Alignment on Moral Alignment](<https://www.sota2.com/research/sota/moral-alignment-on-moral-alignment.md>): Moral Alignment; Moral Alignment.

- [Helpfulness-Safety Alignment on PKU-Alignment](<https://www.sota2.com/research/sota/helpfulness-safety-alignment-on-pku-alignment.md>): Helpfulness-Safety Alignment; PKU-Alignment.

- [Text-to-Image Generation on General Prompts Alignment & Preference](<https://www.sota2.com/research/sota/text-to-image-generation-on-general-prompts-alignment-and-preference.md>): Text-to-Image Generation; General Prompts Alignment & Preference.

- [Text-to-Image Generation on Stable Diffusion Alignment Prompts 1.5 (test)](<https://www.sota2.com/research/sota/text-to-image-generation-on-stable-diffusion-alignment-prompts-1-5-test.md>): Text-to-Image Generation; Stable Diffusion Alignment Prompts 1.5 (test).

- [Clustering on BDGP 1% alignment (test)](<https://www.sota2.com/research/sota/clustering-on-bdgp-1-percent-alignment-test.md>): Clustering; BDGP 1% alignment (test).

- [Clustering on HandWritten 1% alignment (test)](<https://www.sota2.com/research/sota/clustering-on-handwritten-1-percent-alignment-test.md>): Clustering; HandWritten 1% alignment (test).

- [Reward Modeling on HHH-Alignment (OOD)](<https://www.sota2.com/research/sota/reward-modeling-on-hhh-alignment-ood.md>): Reward Modeling; HHH-Alignment (OOD).

- [Reward Modeling on HHH-Alignment OOD (test)](<https://www.sota2.com/research/sota/reward-modeling-on-hhh-alignment-ood-test.md>): Reward Modeling; HHH-Alignment OOD (test).

- [Assignment Problem](<https://www.sota2.com/research/sota/assignment-problem.md>): Assignment Problem; Assignment Problem.

- [Clustering on yale\_mtv alignment rate 0.3, incomplete rate 0.5](<https://www.sota2.com/research/sota/clustering-on-yale_mtv-alignment-rate-0-3-incomplete-rate-0-5.md>): Clustering; yale\_mtv alignment rate 0.3, incomplete rate 0.5.

- [Clustering on ALOI alignment rate 0.3, incomplete rate 0.5](<https://www.sota2.com/research/sota/clustering-on-aloi-alignment-rate-0-3-incomplete-rate-0-5.md>): Clustering; ALOI alignment rate 0.3, incomplete rate 0.5.

- [Clustering on MSRC alignment rate 0.3, incomplete rate 0.5 v1](<https://www.sota2.com/research/sota/clustering-on-msrc-alignment-rate-0-3-incomplete-rate-0-5-v1.md>): Clustering; MSRC alignment rate 0.3, incomplete rate 0.5 v1.

- [Clustering on Reuters dim10 (alignment rate 0.3, incomplete rate 0.5)](<https://www.sota2.com/research/sota/clustering-on-reuters-dim10-alignment-rate-0-3-incomplete-rate-0-5.md>): Clustering; Reuters dim10 (alignment rate 0.3, incomplete rate 0.5).

- [Clustering on BDGP alignment rate 0.3, incomplete rate 0.5](<https://www.sota2.com/research/sota/clustering-on-bdgp-alignment-rate-0-3-incomplete-rate-0-5.md>): Clustering; BDGP alignment rate 0.3, incomplete rate 0.5.

- [Clustering on 3Sources alignment rate 0.3, incomplete rate 0.5](<https://www.sota2.com/research/sota/clustering-on-3sources-alignment-rate-0-3-incomplete-rate-0-5.md>): Clustering; 3Sources alignment rate 0.3, incomplete rate 0.5.

- [Personalized Image Generation on Demographic Alignment Dataset](<https://www.sota2.com/research/sota/personalized-image-generation-on-demographic-alignment-dataset.md>): Personalized Image Generation; Demographic Alignment Dataset.

- [Value-behavior alignment on Schwartz Value-Behavior Alignment Charity, Donation, Prosocial, Everyday, Big Five](<https://www.sota2.com/research/sota/value-behavior-alignment-on-schwartz-value-behavior-alignment-charity-donation-prosocial-everyday-big-five.md>): Value-behavior alignment; Schwartz Value-Behavior Alignment Charity, Donation, Prosocial, Everyday, Big Five.

- [Text-to-Image Alignment on alignment prompts SDXL](<https://www.sota2.com/research/sota/text-to-image-alignment-on-alignment-prompts-sdxl.md>): Text-to-Image Alignment; alignment prompts SDXL.

- [AIGC Video Quality Assessment on FETV Alignment aspect (test)](<https://www.sota2.com/research/sota/aigc-video-quality-assessment-on-fetv-alignment-aspect-test.md>): AIGC Video Quality Assessment; FETV Alignment aspect (test).

- [Human Preference Alignment Out-of-Domain (test)](<https://www.sota2.com/research/sota/human-preference-alignment-out-of-domain-test.md>): Human preference alignment; Human Preference Alignment Out-of-Domain (test).

- [Human Preference Alignment on In-Domain (test)](<https://www.sota2.com/research/sota/human-preference-alignment-on-in-domain-test.md>): Human preference alignment; Human Preference Alignment In-Domain (test).

- [Video Super-Resolution on Synthetic Video Alignment Benchmark (test)](<https://www.sota2.com/research/sota/video-super-resolution-on-synthetic-video-alignment-benchmark-test.md>): Video Super-Resolution; Synthetic Video Alignment Benchmark (test).

- [Misalignment monitoring on Misalignment Monitoring Dataset (test)](<https://www.sota2.com/research/sota/misalignment-monitoring-on-misalignment-monitoring-dataset-test.md>): Misalignment monitoring; Misalignment Monitoring Dataset (test).

- [Misalignment Monitoring Dataset (dev)](<https://www.sota2.com/research/sota/misalignment-monitoring-dataset-dev.md>): Misalignment monitoring; Misalignment Monitoring Dataset (dev).

- [Ethical Alignment on 24 questions emergent misalignment scenario (test)](<https://www.sota2.com/research/sota/ethical-alignment-on-24-questions-emergent-misalignment-scenario-test.md>): Ethical Alignment; 24 questions emergent misalignment scenario (test).

- [Low-Frequency Alignment on Photomosaic Alignment Evaluation Dataset (test)](<https://www.sota2.com/research/sota/low-frequency-alignment-on-photomosaic-alignment-evaluation-dataset-test.md>): Low-Frequency Alignment; Photomosaic Alignment Evaluation Dataset (test).

- [Function Addition on MMLU Safety Alignment](<https://www.sota2.com/research/sota/function-addition-on-mmlu-safety-alignment.md>): Function Addition; MMLU Safety Alignment.

- [Word Alignment](<https://www.sota2.com/research/sota/word-alignment.md>): Word alignment; Word alignment.

- [Cultural Alignment Assessment on Cultural alignment dataset](<https://www.sota2.com/research/sota/cultural-alignment-assessment-on-cultural-alignment-dataset.md>): Cultural alignment assessment; Cultural alignment dataset.

- [Combinatorial Reinforcement Learning on Dynamic Assignment](<https://www.sota2.com/research/sota/combinatorial-reinforcement-learning-on-dynamic-assignment.md>): Combinatorial Reinforcement Learning; Dynamic Assignment.

- [Text-to-Image Generation on General Image Quality and Alignment Evaluation](<https://www.sota2.com/research/sota/text-to-image-generation-on-general-image-quality-and-alignment-evaluation.md>): Text-to-Image Generation; General Image Quality and Alignment Evaluation.

- [Human Preference Alignment Evaluation](<https://www.sota2.com/research/sota/human-preference-alignment-evaluation.md>): Human Preference Alignment; Human Preference Alignment.

- [Heading angle estimation on EvalR1-EvalR4 120 Seconds alignment (evaluation)](<https://www.sota2.com/research/sota/heading-angle-estimation-on-evalr1-evalr4-120-seconds-alignment-evaluation.md>): Heading angle estimation; EvalR1-EvalR4 120 Seconds alignment (evaluation).

- [Heading angle estimation on EvalR1-EvalR4 90 Seconds alignment (test)](<https://www.sota2.com/research/sota/heading-angle-estimation-on-evalr1-evalr4-90-seconds-alignment-test.md>): Heading angle estimation; EvalR1-EvalR4 90 Seconds alignment (test).

- [Heading angle estimation on EvalR1-EvalR4 60 Seconds alignment (Evaluation)](<https://www.sota2.com/research/sota/heading-angle-estimation-on-evalr1-evalr4-60-seconds-alignment-evaluation.md>): Heading angle estimation; EvalR1-EvalR4 60 Seconds alignment (Evaluation).
