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Practical AI

Tables and other media

Images, OCR, transcripts, and modality limits

Check extracted text and media descriptions against what the supplied evidence actually shows.

Lesson 6 of 6 in the recommended order · About 25 min (estimate)

On this page
Practical AI glossary — terms and common confusions
Model
A learned component used to produce a result.

A drafting model is one part of a letter app; it is not the whole app.

Application
The software experience around components and services.

A letter app adds accounts, storage, and a Send button.

Prompt
Instructions and input supplied for a task.

“Summarize this notice in two bullets” specifies a task and shape, not a truth guarantee.

Token
A unit a model processes; it need not be a whole word.

A tokenizer can split a name into pieces; count using the actual system.

Context
Information available for the current request.

An earlier attachment may be absent even when its filename is visible.

Training
Adjusting a model using examples.

A training log differs from a conversation correction.

Inference
Using a trained model to produce a result.

Drafting another sentence does not by itself prove retraining.

Retrieval
Selecting material to supply to a task.

A retrieved notice still needs a relevance and date check.

Embedding
A numerical representation used to compare or organize items.

A similar search match is a candidate, not proof of the same meaning.

Tool
A function an application can call.

A calendar lookup can be read-only; finding an event is different from creating one.

Agent
Software that can choose and carry out steps toward a goal.

An agent still needs bounded permissions and checked action receipts.

Hallucination
Plausible generated content that is unsupported or false.

An invented opening time needs evidence or removal, even when phrased confidently.

Evaluation
Checking results against stated criteria.

Twenty checked examples establish a bounded result, not universal reliability.

Multimodal
Working with more than one kind of input or output.

A photo plus text does not prove every small label in the photo was read correctly.

Outcome

Detect uncertain extraction, missing audio context, and unsupported visual inferences.

Why it matters

Check extracted text and media descriptions against what the supplied evidence actually shows.

Concept

Different media lose different information when converted. OCR turns an image of text into characters and can confuse similar shapes. A transcript may omit pauses, speaker identity, or an inaudible phrase. A text description of a chart may omit its axis labels. Inspect the relevant original or a verified correction when precision matters.

Do not infer a person’s intentions or a scene’s history from a still image alone. Separate visible facts from interpretation. The exercises include accessible verified readings and extraction receipts, so no image recognition, hearing ability, or external account is required. Real-work verification should use the original medium when available and an accessible equivalent when needed.

Worked example

A fictional poster’s verified reading says “Room B8,” but OCR produced “Room 88.” Use the verified reading and record the correction. If the image is too blurred and no verified reading exists, do not choose whichever room seems likely. Preserve the uncertainty until someone can check the source.

Compare the source with the extracted characters

Authored source facsimile

Generated blank paper notice on a corkboard, with the source label rendered as selectable text.Room B8
Verified source text
Room B8

This constructed notice illustrates the supplied worked example.

Simulated extraction record

Extracted text
Room 88

This is the supplied fictional extraction, not output from an OCR system run on this image.

The source label is exact HTML text over a generated blank background. Compare B8 with 88: the verified reading supports the correction. If no verified reading exists and the original is unclear, retain uncertainty rather than guessing.
Optional fictional visual comparison

This separate generated example is not a photograph of a real venue or part of the assessed packet. Use either the pictures or their visual descriptions.

Fictional room: whole image and a closer view

View A: whole generated image

Fictional room with a table, folding chairs, blank noticeboard, window and an open doorway along the right edge. No people are visible.

Visual description: a table and folding chairs, a blank noticeboard, a window and an open doorway at the right edge. No people are visible.

View B: left-half crop of the same file

Left-side view showing part of the table, folding chairs, a window and part of the blank noticeboard. No doorway or people are visible within this frame.

Visual description: part of the table, folding chairs, window and blank noticeboard. No doorway or people are visible within this frame.

Original AI-generated fictional scene. The second view displays only the left half of the identical image file; no object was edited out. These descriptions give equivalent visible facts for nonvisual readers.

Which view establishes that a doorway is visible? Does a missing feature in the closer view prove it is absent from the room? What, if anything, can either picture establish about a booking or attendance at another time?

Check the visual-evidence reasoning

View A shows a doorway. View B omits that part of the image, so its absence from the frame does not establish absence from the room. Neither view supplies a booking record or attendance evidence for another time. The whole image gives more context, not complete knowledge of the room, its history or accessibility.

Before you check

Create an extraction review note with Original or verified reading, Extracted value, Confidence limit, and Required check. Distinguish a corrected value from a value that remains unknown.

Practice and fresh transfer

The packets below are fictional and contain the facts needed for these cases. External references are optional background. Judge each response independently: it may be supported, contradicted, or unresolved. Select the passages needed to justify your judgment and write why the distinction matters before revealing feedback.

Assess the response

Use Accept when all material claims are supported. Use Revise when a supplied fact or requirement is contradicted. Use Evidence is insufficient when a key fact cannot be established either way. If a response contains both an unknown and a direct contradiction, choose Revise and explain both problems. Conflicting claims with no established authority remain insufficient; a claim does not become a governing fact merely because a source asserts it.

Some responses are fully supported. Others need correction or more evidence. Judge each on its sources; do not edit a correct answer just to change it.

Your written notes stay in this page and disappear when you leave. Only a self-reviewed completion can be saved to your learning account. These practice checks do not establish independent proficiency.

Practice

Case 1

Consider a fictional OCR correction with an accessible verified source.

Source packet

Source 1
Verified poster reading: Workshop location is Room B8.
Source 2
OCR result: Workshop location is Room 88.

Response to assess

Correct the OCR location to Room B8 using the verified poster reading.
Your decision
Which sources establish your decision? Select all that are needed.
Choose a supported next step

Practice

Case 2

Consider a fictional transcript completion.

Source packet

Source 1
Transcript: “The meeting is on [inaudible].”
Source 2
Recording note: The day cannot be heard clearly; no agenda is supplied.

Response to assess

The meeting is on Thursday.
Your decision
Which sources establish your decision? Select all that are needed.
Choose a supported next step

Fresh transfer

Case 3

Consider a fictional description of a still image.

Source packet

Source 1
Accessible image description: Three people sit at a table; one looks toward a window. No speech or preceding events are recorded.
Source 2
Task: Describe observable scene content without assigning motives.

Response to assess

Three people sit at a table, and one looks toward a window.
Your decision
Which sources establish your decision? Select all that are needed.
Choose a supported next step

Fresh transfer

Case 4

Consider a fictional chart extraction summary.

Source packet

Source 1
Verified chart description: Horizontal axis is months; vertical axis is thousands of visits. June value is 4.
Source 2
Extracted text: June: 4. Axis unit was omitted during extraction.

Response to assess

The chart shows exactly four visits in June.
Your decision
Which sources establish your decision? Select all that are needed.
Choose a supported next step

Save your self-review

Completion records that you reviewed the cases. Your explanation and transfer performance need a facilitator to establish independent learning.

Sign in with your learning-center account to save completion.

Review the explanation for every case before saving.

Summary and next step

Apply the checklist to a new task. Preserve supported content, explain any change with evidence, and name what remains unresolved. Saving records self-review, not independently demonstrated proficiency. A facilitator must assess the explanation and fresh transfer for human learning evidence.

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