FA-98211 / Attention mask construction / Open access
Sliding window stops after the initial query rows · case 01
Sliding window stops after the initial query rows.
ROOT CAUSE
Query eligibility is based on distance from sequence start, so later queries lose visibility.
THE FAILURE
Query eligibility is based on distance from sequence start, so later queries lose visibility.
Unsuccessful approach: Adding a query-relative lower bound but shifting it one extra position still drops the oldest allowed key.
Case contract
For each query i in a sequence of length L, visible keys are max(0,i-W+1)..i; W<=0 means none.
Why this case matters
A small explicit visibility matrix makes sequence-attention boundary behavior reviewable.
1 / The failure
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(length, window):
return [[j<=i and i<window for j in range(length)] for i in range(length)]
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
check('moving boundary',solve(N+3,2),[[2>0 and max(0,i-1)<=j<=i for j in range(N+3)] for i in range(N+3)])
check('window one',solve(3,1),[[True,False,False],[False,True,False],[False,False,True]])
check('zero window',solve(2,0),[[False,False],[False,False]])
check('oversized window',solve(2,9),[[True,False],[True,True]])
check('empty sequence',solve(0,1),[])
check('last query',solve(4,3)[3],[False,True,True,True])
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| moving boundary | [[True, False, False, False], [True, True, False, False], [False, False, False, False], [False, False, False, False]] | [[True, False, False, False], [True, True, False, False], [False, True, True, False], [False, False, True, True]] | Failed |
| window one | [[True, False, False], [False, False, False], [False, False, False]] | [[True, False, False], [False, True, False], [False, False, True]] | Failed |
| zero window | [[False, False], [False, False]] | [[False, False], [False, False]] | Passed |
| oversized window | [[True, False], [True, True]] | [[True, False], [True, True]] | Passed |
| empty sequence | [] | [] | Passed |
| last query | [False, False, False, False] | [False, True, True, True] | Failed |
SHA-256 / 4bfd6d3c9c4ec029f79e7ba69a60a5b0c5b0bdbe218fe164222c38b45bcf00a0
2 / The unsuccessful fix
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(length, window):
return [[window>0 and max(0,i-window+2)<=j<=i for j in range(length)] for i in range(length)]
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
check('moving boundary',solve(N+3,2),[[2>0 and max(0,i-1)<=j<=i for j in range(N+3)] for i in range(N+3)])
check('window one',solve(3,1),[[True,False,False],[False,True,False],[False,False,True]])
check('zero window',solve(2,0),[[False,False],[False,False]])
check('oversized window',solve(2,9),[[True,False],[True,True]])
check('empty sequence',solve(0,1),[])
check('last query',solve(4,3)[3],[False,True,True,True])
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| moving boundary | [[True, False, False, False], [False, True, False, False], [False, False, True, False], [False, False, False, True]] | [[True, False, False, False], [True, True, False, False], [False, True, True, False], [False, False, True, True]] | Failed |
| window one | [[False, False, False], [False, False, False], [False, False, False]] | [[True, False, False], [False, True, False], [False, False, True]] | Failed |
| zero window | [[False, False], [False, False]] | [[False, False], [False, False]] | Passed |
| oversized window | [[True, False], [True, True]] | [[True, False], [True, True]] | Passed |
| empty sequence | [] | [] | Passed |
| last query | [False, False, True, True] | [False, True, True, True] | Failed |
SHA-256 / 53a49bd51313d9c29c04a19be4b05c2e823c96d26d8eece84b835e785ce1b669
HELD IN THE MEMBER ARCHIVE
The verified repair and its recorded checks are member-only.
This mechanism has 6 recorded checks per implementation. The open-access tier publishes the failure and the unsuccessful fix; the repaired source that passes every check, and the observations that prove it, are available to members.
Every case sharing this mechanism uses the same contract and the same repair, so this one record is held back for all of them.
Member access is invitation-based. Sign in with your invited account to inspect the repair.
Sign in to the archive ↗Verification & scope
These are toy Boolean matrix contracts; they do not define a production model architecture or tensor library behavior. This reproducer isolates one failure mechanism. Results cover the supplied fixtures. Variants within a family share a test contract and should remain grouped when constructing evaluation splits. Related mechanisms with a shared evaluation_group must also remain together; these controlled models are not independent production incidents.
Observations recorded using Python 3.12.14 at 2026-09-30T16:48:10.629747+00:00.
Case digest / 8780f666c4d975a14283260d9a0d1dc3cebdb6f39268840121b8005a7492ab0a