Runtime reconfigurable DSP unit using one's complement and Minimum Signed Digit
Why this work is in the frame
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Bibliographic record
Abstract
A runtime reconfigurable Digital Signal Processing (DSP) unit using one's complement data and a Minimum Signed Digit (MSD) multiplier is described. The MSD multiplier changes the partial product shift-and-add operations to shift-and-add/subtract operations and reduces the number of partial product terms by half, decreasing the size and increasing the speed of the multiplier. Using a carry-save architecture, the propagation delay of an adder to add the carry-out bits is eliminated. Taking advantage of the deterministic nature of the desired DSP algorithm, the runtime reconfiguration of the multiplier can be pipelined to eliminate an added set-up state. The described DSP unit compared to a DSP unit using a conventional multiplier is shown to be 20% faster and 30% smaller for a 32-bit coefficient and using Xilinx Field Programmable Gate Arrays (FPGAs) with 6-input Look-Up Tables (LUTs).
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it