# Sentiment Classification on CivilComments HELM Source: [Sentiment Classification on CivilComments HELM]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:30.999Z Evaluation of Sentiment Classification performance on the Civil Comments dataset as defined within the HELM framework, typically measured using Balanced Classification Accuracy. 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. | Scope | Recorded value | | --- | --- | | Task | Sentiment Classification | | Dataset (including any stated split) | CivilComments HELM | | Metric | Balanced Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Balanced Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Balanced Acc | Result date | Report paper | | --- | --- | --- | --- | | S-StackingNet | 65.81 | Not recorded | 6993f5f59ebc499c974099b1 | | U-StackingNet | 65.8 | Not recorded | 6993f5f59ebc499c974099b1 | | LAA | 65.46 | Not recorded | 6993f5f59ebc499c974099b1 | | Dawid-Skene | 65.24 | Not recorded | 6993f5f59ebc499c974099b1 | | EBCC | 65.21 | Not recorded | 6993f5f59ebc499c974099b1 | | Base-Best | 65.12 | Not recorded | 6993f5f59ebc499c974099b1 | | M-MSR | 64.98 | Not recorded | 6993f5f59ebc499c974099b1 | | GLAD | 64.92 | Not recorded | 6993f5f59ebc499c974099b1 | | LA | 64.86 | Not recorded | 6993f5f59ebc499c974099b1 | | KOS | 64.84 | Not recorded | 6993f5f59ebc499c974099b1 | | SML | 64.84 | Not recorded | 6993f5f59ebc499c974099b1 | | WAwA | 64.79 | Not recorded | 6993f5f59ebc499c974099b1 | | ZenCrowd | 64.75 | Not recorded | 6993f5f59ebc499c974099b1 | | Voting | 64.39 | Not recorded | 6993f5f59ebc499c974099b1 | | PM | 64.3 | Not recorded | 6993f5f59ebc499c974099b1 | | MACE | 64.13 | Not recorded | 6993f5f59ebc499c974099b1 | | Base-Worst | 50.91 | Not recorded | 6993f5f59ebc499c974099b1 | | Logistic Regression | 50 | Not recorded | 6993f5f59ebc499c974099b1 | ### S-StackingNet Balanced Acc: 65.81. Result ID: 699a7b975698665ec40507c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Supervised"}. This record does not assert independent reproduction. ### U-StackingNet Balanced Acc: 65.8. Result ID: 699a7b975698665ec40507be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Unsupervised"}. This record does not assert independent reproduction. ### LAA Balanced Acc: 65.46. Result ID: 699a7b975698665ec40507ba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dawid-Skene Balanced Acc: 65.24. Result ID: 699a7b975698665ec40507b3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EBCC Balanced Acc: 65.21. Result ID: 699a7b975698665ec40507bb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Base-Best Balanced Acc: 65.12. Result ID: 699a7b975698665ec40507b0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M-MSR Balanced Acc: 64.98. Result ID: 699a7b975698665ec40507b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLAD Balanced Acc: 64.92. Result ID: 699a7b975698665ec40507b6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LA Balanced Acc: 64.86. Result ID: 699a7b975698665ec40507b9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KOS Balanced Acc: 64.84. Result ID: 699a7b975698665ec40507b7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SML Balanced Acc: 64.84. Result ID: 699a7b975698665ec40507b8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WAwA Balanced Acc: 64.79. Result ID: 699a7b975698665ec40507b2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZenCrowd Balanced Acc: 64.75. Result ID: 699a7b975698665ec40507bd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Voting Balanced Acc: 64.39. Result ID: 699a7b975698665ec40507b1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PM Balanced Acc: 64.3. Result ID: 699a7b975698665ec40507bc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MACE Balanced Acc: 64.13. Result ID: 699a7b975698665ec40507b5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Base-Worst Balanced Acc: 50.91. Result ID: 699a7b975698665ec40507af. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Logistic Regression Balanced Acc: 50. Result ID: 699a7b975698665ec40507bf. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.