diff --git a/surveys.go b/surveys.go
index fd3181e..ec3eb6d 100644
--- a/surveys.go
+++ b/surveys.go
@@ -80,7 +80,34 @@ func declareAPIAuthSurveysRoutes(router *gin.RouterGroup) {
 		}
 		s := c.MustGet("survey").(*Survey)
 
-		if (s.Promo == u.Promo && s.Shown) || (u != nil && u.IsAdmin) {
+		if u.IsAdmin {
+			questions, err := s.GetQuestions()
+			if err != nil {
+				log.Println("Unable to getQuestions:", err)
+				c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"errmsg": "Unable to retrieve questions. Please try again later."})
+				return
+			}
+
+			itemCount := 0
+			itemCorrected := 0
+			for _, q := range questions {
+				res, err := q.GetResponses()
+				if err != nil {
+					log.Printf("Unable to GetResponses(qid=%d): %s", q.Id, err.Error())
+					c.AbortWithStatusJSON(http.StatusInternalServerError, gin.H{"errmsg": "An error occurs during responses retrieval."})
+					return
+				}
+
+				for _, r := range res {
+					itemCount += 1
+					if r.TimeScored != nil && (r.TimeReported == nil || r.TimeScored.After(*r.TimeReported)) {
+						itemCorrected += 1
+					}
+				}
+			}
+
+			c.JSON(http.StatusOK, map[string]int{"count": itemCount, "corrected": itemCorrected})
+		} else if s.Promo == u.Promo && s.Shown {
 			score, err := s.GetScore(u)
 			if err != nil {
 				log.Printf("Unable to GetScore(uid=%d;sid=%d): %s", u.Id, s.Id, err.Error())
diff --git a/ui/src/lib/components/CorrectionResponseFooter.svelte b/ui/src/lib/components/CorrectionResponseFooter.svelte
index 68af856..84d765a 100644
--- a/ui/src/lib/components/CorrectionResponseFooter.svelte
+++ b/ui/src/lib/components/CorrectionResponseFooter.svelte
@@ -38,14 +38,37 @@
          for (const t of templates) {
              if (my_tpls[t.id] === undefined && cts[t.id.toString()]) {
                  my_tpls[t.id] = cts[t.id.toString()][response.id_user] !== undefined;
+
+                 // Hack to autocorrect only if this has already been checked previously
+                 if (autoCorrectionInProgress && cts[t.id.toString()][response.id_user] !== undefined) {
+                     autoCorrectionInProgress = false;
+                 }
              }
          }
      }
  }
+
+ let element = null;
+ let scrollY = 0;
+ let autoCorrectionInProgress = true;
+ $: {
+     if (element && scrollY > element.offsetParent.offsetTop - 500 && !my_correction) {
+         let tmp = false;
+         [tmp, autoCorrectionInProgress] = [autoCorrectionInProgress, true];
+         if (!tmp) {
+             autoCorrection(response.id_user, my_tpls).then((r) => {
+                 my_correction = r;
+                 autoCorrectionInProgress = false;
+             })
+         }
+     }
+ }
 </script>
 
+<svelte:window bind:scrollY={scrollY}/>
 <form
     class="row"
+    bind:this={element}
     on:submit|preventDefault={submitCorrection}
 >
     <div class="col-auto">
@@ -69,6 +92,7 @@
                     >
                     <label
                         class="form-check-label"
+                        class:fw-bold={template.regexp && (template.regexp[0] == "!" ? !response.value.match(new RegExp(template.regexp.substring(1))) : response.value.match(new RegExp(template.regexp)))}
                         for="r{response.id}t{template.id}"
                     >
                         {template.label}
diff --git a/ui/src/lib/components/CorrectionResponses.svelte b/ui/src/lib/components/CorrectionResponses.svelte
index 7783f7e..c37639d 100644
--- a/ui/src/lib/components/CorrectionResponses.svelte
+++ b/ui/src/lib/components/CorrectionResponses.svelte
@@ -35,6 +35,24 @@
      filteredResponses = responses.filter((r) => (notCorrected || r.time_scored <= r.time_reported || !r.time_scored) && (!filter || ((filter[0] == '!' &&  !r.value.match(filter.substring(1))) || r.value.match(filter))));
  }
 
+ function escapeTags(htmlStr) {
+     return htmlStr.replace(/&/g, "&amp;")
+                   .replace(/</g, "&lt;")
+                   .replace(/>/g, "&gt;")
+                   .replace(/"/g, "&quot;")
+                   .replace(/'/g, "&#39;");
+ }
+
+ function hilightText(input, templates) {
+     for (const { regexp } of templates) {
+         if (regexp) {
+             input = input.replace(new RegExp(regexp, 'g'), '<ins class="fw-bold">$&</ins>')
+         }
+     }
+
+     return input;
+ }
+
  export async function applyCorrections() {
      for (const r of filteredResponses) {
          const my_correction = { };
@@ -96,7 +114,7 @@
                                 class="card-text"
                                 style="white-space: pre-line"
                             >
-                                {response.value}
+                                {@html hilightText(escapeTags(response.value), templates)}
                             </p>
                         {/if}
                         <ResponseCorrected
diff --git a/ui/src/lib/components/SurveyList.svelte b/ui/src/lib/components/SurveyList.svelte
index 02ce0df..1176d9f 100644
--- a/ui/src/lib/components/SurveyList.svelte
+++ b/ui/src/lib/components/SurveyList.svelte
@@ -40,7 +40,11 @@
       <th>Intitulé</th>
       <th>Date</th>
       {#if $user}
-          <th>Score</th>
+          {#if $user.is_admin}
+              <th>À corriger</th>
+          {:else}
+              <th>Score</th>
+          {/if}
       {/if}
     </tr>
   </thead>
@@ -84,14 +88,38 @@
                           </td>
                       {/if}
                       {#if $user}
-                          {#if !survey.corrected}
+                          {#if !survey.corrected && !$user.is_admin}
                               <td>N/A</td>
                           {:else}
                               <td>
                                   {#await getScore(survey)}
                                       <div class="spinner-border spinner-border-sm" role="status"></div>
                                   {:then score}
-                                      {score.score}
+                                      {#if score.count !== undefined}
+                                          <span
+                                              class:fw-bolder={score.count-score.corrected > 0}
+                                              class:badge={survey.corrected}
+                                              class:bg-danger={survey.corrected && score.count-score.corrected > 0}
+                                              class:bg-dark={survey.corrected && score.count-score.corrected <= 0}
+                                              title="{score.count-score.corrected}/{score.count}"
+                                          >
+                                              {#if score.count == 0 || survey.corrected}
+                                                  {score.count-score.corrected}
+                                              {:else}
+                                                  {Math.trunc((1-score.corrected/score.count)*100)}&nbsp;%
+                                              {/if}
+                                          </span>
+                                      {:else}
+                                          <span
+                                              class="badge"
+                                              class:bg-success={score.score >= 18}
+                                              class:bg-info={score.score < 18 && score.score >= 15}
+                                              class:bg-warning={score.score < 15 && score.score >= 9}
+                                              class:bg-danger={score.score < 9}
+                                          >
+                                              {score.score}
+                                          </span>
+                                      {/if}
                                   {:catch error}
                                       <i class="bi text-warning bi-exclamation-triangle-fill" title={error}></i>
                                   {/await}