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Stuff AI CAN'T Do

Can AI translate asl video to english text in research conditions ?

What do you think?

What does it mean to translate ASL video into English text under research conditions? The field has reached functionally usable prototypes in controlled settings, though large-scale deployment remains pending. What are the core challenges and milestones behind these advances?

Background

Researchers have made significant progress in developing systems that can translate American Sign Language (ASL) video to English text, particularly in controlled research conditions. These systems typically employ computer vision and machine learning algorithms to recognize and interpret the manual and non-manual features of ASL, such as handshapes, facial expressions, and body language. In ideal research conditions, with high-quality video recordings and limited vocabulary, these systems have achieved impressive accuracy rates, demonstrating the potential for automated ASL translation. However, further work is needed to improve performance in real-world settings with varying lighting, backgrounds, and signers. [IEEE, May 9, 2026]

Status last checked on August 10, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026Jul 2026Jul 2026Jul 2026Jul 2026Jul 2026Jul 2026Aug 2026Aug 2026
Sitting at the Bench Filed · Aug 10, 2026
— The Question Before the Court —

Can AI translate asl video to english text in research conditions?

★ The Court Finds ★
▼ Downgraded from Almost
In Research

The jury could not deliver a verdict on the evidence presented.

Ruling of the Bench

The jury struggled to agree on whether ASL-to-text translation had crossed the threshold into practical research, split between controlled success and real-world failure. The lone "Almost" pointed to lab triumphs, while the "No" vote insisted the gap between demo and daily use remained unbridgeable. Ruling: "Signs are spoken, but not yet fully heard.

— Hon. M. Lovelace, Presiding
Jury Tally
0Yes
1Almost
1No
Verdict Confidence
85%
The Court of AI Capability is, of course, not a real court.
But the data is real.
The Case File · Stacked History
Session I · May 2026 In_research
Session II · May 2026 In_research
Session III · May 2026 Almost · 75%
Session IV · May 2026 Almost · 77%
Session V · May 2026 Almost · 77%
Session VI · Jun 2026 Almost · 79%
Session VII · Jun 2026 Almost · 75%
Session VIII · Jun 2026 Almost · 72%
Session IX · Jun 2026 Almost · 80%
Session X · Jun 2026 Almost · 75%
Session XI · Jun 2026 Almost · 88%
Session XII · Jul 2026 Almost · 70%
Session XIII · Jul 2026 Almost · 75%
Session XIV · Jul 2026 Almost · 80%
Session XV · Jul 2026 Almost · 80%
Session XVI · Jul 2026 Almost · 80%
Session XVII · Jul 2026 Almost · 80%
Session XVIII · Aug 2026 Almost · 80%
Case № 8ED1 · Session XIX
In the Court of AI Capability

The Case File

Docket № 8ED1 · Session XIX · Vol. XIX
I. Particulars of the Case
Question put to the courtCan AI translate asl video to english text in research conditions?
SessionXIX (19 hearing)
Convened10 Aug 2026
Previously ruledIN_RESEARCH (May '26) → IN_RESEARCH (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Aug '26) → IN_RESEARCH (Aug '26)
Presiding JudgeHon. M. Lovelace
II. Cumulative Tally Across Sessions

Across 19 sessions, 44 jurors have heard this case. Combined tally: 4 YES · 36 ALMOST · 4 NO · 0 IN RESEARCH.

Note: cumulative includes older juror opinions. The current session tally above is the live verdict.

III. Verdict

By a vote of 0 — 1 — 1, the panel returns a verdict of IN RESEARCH, with verdict confidence of 85%. The court so orders. Verdict downgraded from prior session.

IV. Statements from the Bench
Juror I ALMOST

"Demonstrated in controlled settings"

Juror II NO

"No publicly known AI system can translate arbitrary ASL video to English text reliably."

M. Lovelace
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 19% · Yes 81% · Maybe 0% 43 votes
No · 19%
Yes · 81%
Trend needs votes from at least 2 different days.

Discussion

no comments

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19 jury checks · most recent 2 days ago
10 Aug 2026 2 jurors · undecided, cannot undecided
05 Aug 2026 1 juror · undecided undecided
30 Jul 2026 2 jurors · undecided, undecided undecided
25 Jul 2026 1 juror · undecided undecided
20 Jul 2026 1 juror · undecided undecided
14 Jul 2026 2 jurors · undecided, undecided undecided
09 Jul 2026 2 jurors · undecided, undecided undecided
03 Jul 2026 1 juror · undecided undecided
28 Jun 2026 2 jurors · undecided, can undecided
23 Jun 2026 2 jurors · undecided, undecided undecided
17 Jun 2026 1 juror · undecided undecided
12 Jun 2026 3 jurors · undecided, undecided, undecided undecided
06 Jun 2026 4 jurors · undecided, undecided, undecided, undecided undecided
01 Jun 2026 5 jurors · undecided, undecided, can, undecided, undecided undecided
26 May 2026 3 jurors · undecided, undecided, undecided undecided
21 May 2026 3 jurors · undecided, undecided, undecided undecided
16 May 2026 4 jurors · undecided, undecided, undecided, undecided undecided
13 May 2026 3 jurors · can, cannot, cannot undecided
11 May 2026 2 jurors · can, cannot undecided status changed

Each row is a separate jury check. Jurors are AI models (identities kept neutral on purpose). Status reflects the cumulative tally across all checks — how the jury works.

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