# Word Deletion Robustness on ELI5 prompts 32-bit payload Llama3.1-8B (test) Source: [Word Deletion Robustness on ELI5 prompts 32-bit payload Llama3.1-8B (test)]() Collection index: [llms.txt]() Data updated: 2026-05-13T09:14:07.813Z Evaluation of model robustness against word deletion perturbations on text generated by Llama3.1-8B using the ELI5 32-bit payload dataset. Performance is measured by Bit Accuracy across various levels of deletion/corruption (10% to 50%). 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 | Word Deletion Robustness | | Dataset (including any stated split) | ELI5 prompts 32-bit payload Llama3.1-8B (test) | | Metric | Bit Accuracy (10% Deletion) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Bit Accuracy (10% Deletion)](): Higher is better; unit: PERCENT. - [Bit Accuracy (20% Deletion)](): Higher is better; unit: PERCENT. - [Bit Accuracy (30% Deletion)](): Higher is better; unit: PERCENT. - [Bit Accuracy (40% Deletion)](): Higher is better; unit: PERCENT. - [Bit Accuracy (50% Deletion)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bit Accuracy (10% Deletion) | Result date | Report paper | | --- | --- | --- | --- | | Ours+ | 70.7 | Not recorded | 6a0405c4dbc836b87d8277a1 | | BiMark | 66.4 | Not recorded | 6a0405c4dbc836b87d8277a1 | | MC2Mark | 66.4 | Not recorded | 6a0405c4dbc836b87d8277a1 | | MPAC | 60.9 | Not recorded | 6a0405c4dbc836b87d8277a1 | | StealthInk | 60.6 | Not recorded | 6a0405c4dbc836b87d8277a1 | | MirrorMark | 53.9 | Not recorded | 6a0405c4dbc836b87d8277a1 | | RSBH | 51.1 | Not recorded | 6a0405c4dbc836b87d8277a1 | ### Ours+ Bit Accuracy (10% Deletion): 70.7. Result ID: 6a04400d47f34ce924ea53e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Payload":"32-bit","Backbone":"LLAMA3.1-8B","Type":"Stateful Encoder"}. This record does not assert independent reproduction. ### BiMark Bit Accuracy (10% Deletion): 66.4. Result ID: 6a04400d47f34ce924ea53df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Payload":"32-bit","Backbone":"LLAMA3.1-8B"}. This record does not assert independent reproduction. ### MC2Mark Bit Accuracy (10% Deletion): 66.4. Result ID: 6a04400d47f34ce924ea53e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Payload":"32-bit","Backbone":"LLAMA3.1-8B"}. This record does not assert independent reproduction. ### MPAC Bit Accuracy (10% Deletion): 60.9. Result ID: 6a04400d47f34ce924ea53e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Payload":"32-bit","Backbone":"LLAMA3.1-8B"}. This record does not assert independent reproduction. ### StealthInk Bit Accuracy (10% Deletion): 60.6. Result ID: 6a04400d47f34ce924ea53e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Payload":"32-bit","Backbone":"LLAMA3.1-8B"}. This record does not assert independent reproduction. ### MirrorMark Bit Accuracy (10% Deletion): 53.9. Result ID: 6a04400d47f34ce924ea53e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Payload":"32-bit","Backbone":"LLAMA3.1-8B"}. This record does not assert independent reproduction. ### RSBH Bit Accuracy (10% Deletion): 51.1. Result ID: 6a04400d47f34ce924ea53e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Payload":"32-bit","Backbone":"LLAMA3.1-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.