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- #7 · tartakovsky opened
on May 18, 2026
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Epic: Deterministic semantic-thinness rule family
epicMulti-task tracking issue with sub-issuesMulti-task tracking issue with sub-issueshelp wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchroadmapPlanned feature on the roadmapPlanned feature on the roadmapStatus: Open.#32 In berelevant-ai/slopless;Scorer labeling: active-learning loop
help wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchStatus: Open.#31 In berelevant-ai/slopless;Scorer labeling: structured-outputs prompts + calibration loop
corpusData collection / labelingData collection / labelinghelp wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchStatus: Open.#30 In berelevant-ai/slopless;Scorer data: boilerplate dataset construction (custom repeated-segment labeling)
corpusData collection / labelingData collection / labelinghelp wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchStatus: Open.#29 In berelevant-ai/slopless;Scorer data: SQUINKY corpus download + inventory + prep
corpusData collection / labelingData collection / labelinghelp wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchStatus: Open.#28 In berelevant-ai/slopless;Scorer data: Lebanoff vagueness prep (sentence + phrase transforms)
corpusData collection / labelingData collection / labelinghelp wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchStatus: Open.#27 In berelevant-ai/slopless;Scorer data: Domain-Agnostic Specificity prep (license + splits + manifest)
corpusData collection / labelingData collection / labelinghelp wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchStatus: Open.#26 In berelevant-ai/slopless;Scorer head: boilerplate_head training (gated on dataset readiness)
help wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchroadmapPlanned feature on the roadmapPlanned feature on the roadmapStatus: Open.#25 In berelevant-ai/slopless;Scorer head: informativeness_head training
help wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchroadmapPlanned feature on the roadmapPlanned feature on the roadmapStatus: Open.#24 In berelevant-ai/slopless;Scorer head: vagueness_head training (with non-policy generalization eval)
help wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchroadmapPlanned feature on the roadmapPlanned feature on the roadmapStatus: Open.#23 In berelevant-ai/slopless;Scorer head: specificity_head training and evaluation
help wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchroadmapPlanned feature on the roadmapPlanned feature on the roadmapStatus: Open.#22 In berelevant-ai/slopless;Scorer: runtime export (ONNX + int8 + drift benchmark)
help wantedExtra attention is neededExtra attention is neededresearchLinguistic, ML, or empirical researchLinguistic, ML, or empirical researchroadmapPlanned feature on the roadmapPlanned feature on the roadmapStatus: Open.#21 In berelevant-ai/slopless;