diff --git a/chat/core/src/main/java/com/tencent/supersonic/chat/corrector/GlobalBeforeCorrector.java b/chat/core/src/main/java/com/tencent/supersonic/chat/corrector/GlobalBeforeCorrector.java
index 2d9742fd3..e74a46550 100644
--- a/chat/core/src/main/java/com/tencent/supersonic/chat/corrector/GlobalBeforeCorrector.java
+++ b/chat/core/src/main/java/com/tencent/supersonic/chat/corrector/GlobalBeforeCorrector.java
@@ -27,6 +27,8 @@ public class GlobalBeforeCorrector extends BaseSemanticCorrector {
 
         updateFieldNameByLinkingValue(semanticCorrectInfo);
 
+        updateFieldValueByLinkingValue(semanticCorrectInfo);
+
         correctFieldName(semanticCorrectInfo);
     }
 
@@ -45,17 +47,7 @@ public class GlobalBeforeCorrector extends BaseSemanticCorrector {
     }
 
     private void updateFieldNameByLinkingValue(SemanticCorrectInfo semanticCorrectInfo) {
-        Object context = semanticCorrectInfo.getParseInfo().getProperties().get(Constants.CONTEXT);
-        if (Objects.isNull(context)) {
-            return;
-        }
-
-        DSLParseResult dslParseResult = JsonUtil.toObject(JsonUtil.toString(context), DSLParseResult.class);
-        if (Objects.isNull(dslParseResult) || Objects.isNull(dslParseResult.getLlmReq())) {
-            return;
-        }
-        LLMReq llmReq = dslParseResult.getLlmReq();
-        List<ElementValue> linking = llmReq.getLinking();
+        List<ElementValue> linking = getLinkingValues(semanticCorrectInfo);
         if (CollectionUtils.isEmpty(linking)) {
             return;
         }
@@ -68,4 +60,37 @@ public class GlobalBeforeCorrector extends BaseSemanticCorrector {
                 fieldValueToFieldNames);
         semanticCorrectInfo.setSql(sql);
     }
+
+    private List<ElementValue> getLinkingValues(SemanticCorrectInfo semanticCorrectInfo) {
+        Object context = semanticCorrectInfo.getParseInfo().getProperties().get(Constants.CONTEXT);
+        if (Objects.isNull(context)) {
+            return null;
+        }
+
+        DSLParseResult dslParseResult = JsonUtil.toObject(JsonUtil.toString(context), DSLParseResult.class);
+        if (Objects.isNull(dslParseResult) || Objects.isNull(dslParseResult.getLlmReq())) {
+            return null;
+        }
+        LLMReq llmReq = dslParseResult.getLlmReq();
+        return llmReq.getLinking();
+    }
+
+
+    private void updateFieldValueByLinkingValue(SemanticCorrectInfo semanticCorrectInfo) {
+        List<ElementValue> linking = getLinkingValues(semanticCorrectInfo);
+        if (CollectionUtils.isEmpty(linking)) {
+            return;
+        }
+
+        Map<String, Map<String, String>> filedNameToValueMap = linking.stream().collect(
+                Collectors.groupingBy(ElementValue::getFieldName,
+                        Collectors.mapping(ElementValue::getFieldValue, Collectors.toMap(
+                                oldValue -> oldValue,
+                                newValue -> newValue,
+                                (existingValue, newValue) -> newValue)
+                        )));
+
+        String sql = SqlParserUpdateHelper.replaceValue(semanticCorrectInfo.getSql(), filedNameToValueMap, false);
+        semanticCorrectInfo.setSql(sql);
+    }
 }
\ No newline at end of file
diff --git a/chat/core/src/main/java/com/tencent/supersonic/chat/query/rule/entity/EntityListQuery.java b/chat/core/src/main/java/com/tencent/supersonic/chat/query/rule/entity/EntityListQuery.java
index e1dce47ee..e5d16d454 100644
--- a/chat/core/src/main/java/com/tencent/supersonic/chat/query/rule/entity/EntityListQuery.java
+++ b/chat/core/src/main/java/com/tencent/supersonic/chat/query/rule/entity/EntityListQuery.java
@@ -1,9 +1,9 @@
 package com.tencent.supersonic.chat.query.rule.entity;
 
-import com.tencent.supersonic.chat.api.pojo.SchemaElement;
-import com.tencent.supersonic.chat.api.pojo.QueryContext;
 import com.tencent.supersonic.chat.api.pojo.ChatContext;
 import com.tencent.supersonic.chat.api.pojo.ModelSchema;
+import com.tencent.supersonic.chat.api.pojo.QueryContext;
+import com.tencent.supersonic.chat.api.pojo.SchemaElement;
 import com.tencent.supersonic.chat.api.pojo.SemanticParseInfo;
 import com.tencent.supersonic.chat.api.pojo.response.ChatConfigRichResp;
 import com.tencent.supersonic.chat.api.pojo.response.ChatDefaultRichConfigResp;
@@ -12,10 +12,10 @@ import com.tencent.supersonic.chat.service.SemanticService;
 import com.tencent.supersonic.common.pojo.Constants;
 import com.tencent.supersonic.common.pojo.Order;
 import com.tencent.supersonic.common.util.ContextUtils;
-
 import java.util.LinkedHashSet;
 import java.util.Objects;
 import java.util.Set;
+import org.apache.commons.collections.CollectionUtils;
 
 public abstract class EntityListQuery extends EntitySemanticQuery {
 
@@ -41,13 +41,17 @@ public abstract class EntityListQuery extends EntitySemanticQuery {
                 ChatDefaultRichConfigResp chatDefaultConfig = chaConfigRichDesc
                         .getChatDetailRichConfig().getChatDefaultConfig();
                 if (chatDefaultConfig != null) {
-                    chatDefaultConfig.getMetrics().stream()
-                            .forEach(metric -> {
-                                metrics.add(metric);
-                                orders.add(new Order(metric.getBizName(), Constants.DESC_UPPER));
-                            });
-                    chatDefaultConfig.getDimensions().stream()
-                            .forEach(dimension -> dimensions.add(dimension));
+                    if (CollectionUtils.isNotEmpty(chatDefaultConfig.getMetrics())) {
+                        chatDefaultConfig.getMetrics().stream()
+                                .forEach(metric -> {
+                                    metrics.add(metric);
+                                    orders.add(new Order(metric.getBizName(), Constants.DESC_UPPER));
+                                });
+                    }
+                    if (CollectionUtils.isNotEmpty(chatDefaultConfig.getDimensions())) {
+                        chatDefaultConfig.getDimensions().stream()
+                                .forEach(dimension -> dimensions.add(dimension));
+                    }
 
                 }
 
diff --git a/chat/core/src/main/java/com/tencent/supersonic/chat/responder/execute/EntityInfoExecuteResponder.java b/chat/core/src/main/java/com/tencent/supersonic/chat/responder/execute/EntityInfoExecuteResponder.java
index 7c3c7a2fe..4659e0bcc 100644
--- a/chat/core/src/main/java/com/tencent/supersonic/chat/responder/execute/EntityInfoExecuteResponder.java
+++ b/chat/core/src/main/java/com/tencent/supersonic/chat/responder/execute/EntityInfoExecuteResponder.java
@@ -7,7 +7,6 @@ import com.tencent.supersonic.chat.api.pojo.response.EntityInfo;
 import com.tencent.supersonic.chat.api.pojo.response.QueryResult;
 import com.tencent.supersonic.chat.service.SemanticService;
 import com.tencent.supersonic.common.util.ContextUtils;
-import com.tencent.supersonic.semantic.api.model.response.QueryResultWithSchemaResp;
 import java.util.List;
 import java.util.Map;
 import java.util.Objects;
@@ -43,15 +42,6 @@ public class EntityInfoExecuteResponder implements ExecuteResponder {
         if (CollectionUtils.isEmpty(entities)) {
             return;
         }
-        QueryResultWithSchemaResp queryResultWithSchemaResp = semanticService.getQueryResultWithSchemaResp(entityInfo,
-                semanticParseInfo.getModelId(), entities, user);
-        if (Objects.isNull(queryResultWithSchemaResp)) {
-            return;
-        }
-        List<Map<String, Object>> entityResultList = queryResultWithSchemaResp.getResultList();
-        if (CollectionUtils.isEmpty(entityResultList)) {
-            return;
-        }
     }
 
 }
\ No newline at end of file
diff --git a/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/FieldlValueReplaceVisitor.java b/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/FieldlValueReplaceVisitor.java
index f78f717fe..7396d3ce1 100644
--- a/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/FieldlValueReplaceVisitor.java
+++ b/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/FieldlValueReplaceVisitor.java
@@ -21,43 +21,19 @@ import org.springframework.util.CollectionUtils;
 
 public class FieldlValueReplaceVisitor extends ExpressionVisitorAdapter {
 
+    ParseVisitorHelper parseVisitorHelper = new ParseVisitorHelper();
+    private boolean exactReplace;
     private Map<String, Map<String, String>> filedNameToValueMap;
 
-    public FieldlValueReplaceVisitor(Map<String, Map<String, String>> filedNameToValueMap) {
+
+    public FieldlValueReplaceVisitor(boolean exactReplace, Map<String, Map<String, String>> filedNameToValueMap) {
+        this.exactReplace = exactReplace;
         this.filedNameToValueMap = filedNameToValueMap;
     }
 
     @Override
     public void visit(EqualsTo expr) {
-        Expression leftExpression = expr.getLeftExpression();
-        Expression rightExpression = expr.getRightExpression();
-        if (!(rightExpression instanceof StringValue)) {
-            return;
-        }
-        if (!(leftExpression instanceof Column)) {
-            return;
-        }
-        if (CollectionUtils.isEmpty(filedNameToValueMap)) {
-            return;
-        }
-        if (Objects.isNull(rightExpression) || Objects.isNull(leftExpression)) {
-            return;
-        }
-        Column leftColumnName = (Column) leftExpression;
-        StringValue rightStringValue = (StringValue) rightExpression;
-
-        String columnName = leftColumnName.getColumnName();
-        if (StringUtils.isEmpty(columnName)) {
-            return;
-        }
-        Map<String, String> valueMap = filedNameToValueMap.get(columnName);
-        if (Objects.isNull(valueMap) || valueMap.isEmpty()) {
-            return;
-        }
-        String replaceValue = valueMap.get(rightStringValue.getValue());
-        if (StringUtils.isNotEmpty(replaceValue)) {
-            rightStringValue.setValue(replaceValue);
-        }
+        replaceComparisonExpression(expr);
     }
 
     public void visit(GreaterThan expr) {
@@ -77,47 +53,57 @@ public class FieldlValueReplaceVisitor extends ExpressionVisitorAdapter {
     }
 
     public <T extends Expression> void replaceComparisonExpression(T expression) {
-        if ((expression instanceof GreaterThanEquals) || (expression instanceof GreaterThan)
-                || (expression instanceof MinorThanEquals) || (expression instanceof MinorThan)) {
-            Expression leftExpression = ((ComparisonOperator) expression).getLeftExpression();
-            Expression rightExpression = ((ComparisonOperator) expression).getRightExpression();
-            if (!(leftExpression instanceof Column)) {
-                return;
-            }
-            if (CollectionUtils.isEmpty(filedNameToValueMap)) {
-                return;
-            }
-            if (Objects.isNull(rightExpression) || Objects.isNull(leftExpression)) {
-                return;
-            }
-            Column leftColumnName = (Column) leftExpression;
+        Expression leftExpression = ((ComparisonOperator) expression).getLeftExpression();
+        Expression rightExpression = ((ComparisonOperator) expression).getRightExpression();
+        if (!(leftExpression instanceof Column)) {
+            return;
+        }
+        if (CollectionUtils.isEmpty(filedNameToValueMap)) {
+            return;
+        }
+        if (Objects.isNull(rightExpression) || Objects.isNull(leftExpression)) {
+            return;
+        }
+        Column leftColumnName = (Column) leftExpression;
 
-            String columnName = leftColumnName.getColumnName();
-            if (StringUtils.isEmpty(columnName)) {
-                return;
-            }
-            Map<String, String> valueMap = filedNameToValueMap.get(columnName);
-            if (Objects.isNull(valueMap) || valueMap.isEmpty()) {
-                return;
-            }
-            for (String oriValue : valueMap.keySet()) {
-                String replaceValue = valueMap.get(oriValue);
-                if (StringUtils.isNotEmpty(replaceValue)) {
-                    if (rightExpression instanceof LongValue) {
-                        LongValue rightStringValue = (LongValue) rightExpression;
-                        rightStringValue.setValue(Long.parseLong(replaceValue));
-                    }
-                    if (rightExpression instanceof DoubleValue) {
-                        DoubleValue rightStringValue = (DoubleValue) rightExpression;
-                        rightStringValue.setValue(Double.parseDouble(replaceValue));
-                    }
-                    if (rightExpression instanceof StringValue) {
-                        StringValue rightStringValue = (StringValue) rightExpression;
-                        rightStringValue.setValue(replaceValue);
-                    }
-                }
-            }
+        String columnName = leftColumnName.getColumnName();
+        if (StringUtils.isEmpty(columnName)) {
+            return;
+        }
 
+        Map<String, String> valueMap = filedNameToValueMap.get(columnName);
+        if (Objects.isNull(valueMap) || valueMap.isEmpty()) {
+            return;
+        }
+
+        if (rightExpression instanceof LongValue) {
+            LongValue rightStringValue = (LongValue) rightExpression;
+            String replaceValue = getReplaceValue(valueMap, String.valueOf(rightStringValue.getValue()));
+            if (StringUtils.isNotEmpty(replaceValue)) {
+                rightStringValue.setValue(Long.parseLong(replaceValue));
+            }
+        }
+        if (rightExpression instanceof DoubleValue) {
+            DoubleValue rightStringValue = (DoubleValue) rightExpression;
+            String replaceValue = getReplaceValue(valueMap, String.valueOf(rightStringValue.getValue()));
+            if (StringUtils.isNotEmpty(replaceValue)) {
+                rightStringValue.setValue(Double.parseDouble(replaceValue));
+            }
+        }
+        if (rightExpression instanceof StringValue) {
+            StringValue rightStringValue = (StringValue) rightExpression;
+            String replaceValue = getReplaceValue(valueMap, String.valueOf(rightStringValue.getValue()));
+            if (StringUtils.isNotEmpty(replaceValue)) {
+                rightStringValue.setValue(replaceValue);
+            }
         }
     }
+
+    private String getReplaceValue(Map<String, String> valueMap, String beforeValue) {
+        String afterValue = valueMap.get(String.valueOf(beforeValue));
+        if (StringUtils.isEmpty(afterValue) && !exactReplace) {
+            return parseVisitorHelper.getReplaceValue(beforeValue, valueMap, false);
+        }
+        return afterValue;
+    }
 }
diff --git a/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/GroupByReplaceVisitor.java b/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/GroupByReplaceVisitor.java
index eb46506fc..588b9e703 100644
--- a/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/GroupByReplaceVisitor.java
+++ b/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/GroupByReplaceVisitor.java
@@ -38,7 +38,7 @@ public class GroupByReplaceVisitor implements GroupByVisitor {
                     ((Function) expression).getParameters().getExpressions().get(0))) {
                 columnName = ((Function) expression).getParameters().getExpressions().get(0).toString();
             }
-            String replaceColumn = parseVisitorHelper.getReplaceColumn(columnName, fieldNameMap,
+            String replaceColumn = parseVisitorHelper.getReplaceValue(columnName, fieldNameMap,
                     exactReplace);
             if (StringUtils.isNotEmpty(replaceColumn)) {
                 if (expression instanceof Column) {
diff --git a/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/ParseVisitorHelper.java b/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/ParseVisitorHelper.java
index f4a5c63e7..22c91911f 100644
--- a/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/ParseVisitorHelper.java
+++ b/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/ParseVisitorHelper.java
@@ -13,32 +13,32 @@ public class ParseVisitorHelper {
 
     public void replaceColumn(Column column, Map<String, String> fieldNameMap, boolean exactReplace) {
         String columnName = column.getColumnName();
-        String replaceColumn = getReplaceColumn(columnName, fieldNameMap, exactReplace);
+        String replaceColumn = getReplaceValue(columnName, fieldNameMap, exactReplace);
         if (StringUtils.isNotBlank(replaceColumn)) {
             column.setColumnName(replaceColumn);
         }
     }
 
-    public String getReplaceColumn(String columnName, Map<String, String> fieldNameMap, boolean exactReplace) {
-        String fieldName = fieldNameMap.get(columnName);
-        if (StringUtils.isNotBlank(fieldName)) {
-            return fieldName;
+    public String getReplaceValue(String beforeValue, Map<String, String> valueMap, boolean exactReplace) {
+        String value = valueMap.get(beforeValue);
+        if (StringUtils.isNotBlank(value)) {
+            return value;
         }
         if (exactReplace) {
             return null;
         }
-        Optional<Entry<String, String>> first = fieldNameMap.entrySet().stream().sorted((k1, k2) -> {
-            String k1FieldNameDb = k1.getKey();
-            String k2FieldNameDb = k2.getKey();
-            Double k1Similarity = getSimilarity(columnName, k1FieldNameDb);
-            Double k2Similarity = getSimilarity(columnName, k2FieldNameDb);
+        Optional<Entry<String, String>> first = valueMap.entrySet().stream().sorted((k1, k2) -> {
+            String k1Value = k1.getKey();
+            String k2Value = k2.getKey();
+            Double k1Similarity = getSimilarity(beforeValue, k1Value);
+            Double k2Similarity = getSimilarity(beforeValue, k2Value);
             return k2Similarity.compareTo(k1Similarity);
         }).collect(Collectors.toList()).stream().findFirst();
 
         if (first.isPresent()) {
             return first.get().getValue();
         }
-        return columnName;
+        return beforeValue;
     }
 
     public static int editDistance(String word1, String word2) {
diff --git a/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/SqlParserUpdateHelper.java b/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/SqlParserUpdateHelper.java
index 94a474abe..fd3db6fe9 100644
--- a/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/SqlParserUpdateHelper.java
+++ b/common/src/main/java/com/tencent/supersonic/common/util/jsqlparser/SqlParserUpdateHelper.java
@@ -39,6 +39,11 @@ import org.springframework.util.CollectionUtils;
 public class SqlParserUpdateHelper {
 
     public static String replaceValue(String sql, Map<String, Map<String, String>> filedNameToValueMap) {
+        return replaceValue(sql, filedNameToValueMap, true);
+    }
+
+    public static String replaceValue(String sql, Map<String, Map<String, String>> filedNameToValueMap,
+            boolean exactReplace) {
         Select selectStatement = SqlParserSelectHelper.getSelect(sql);
         SelectBody selectBody = selectStatement.getSelectBody();
         if (!(selectBody instanceof PlainSelect)) {
@@ -46,7 +51,7 @@ public class SqlParserUpdateHelper {
         }
         PlainSelect plainSelect = (PlainSelect) selectBody;
         Expression where = plainSelect.getWhere();
-        FieldlValueReplaceVisitor visitor = new FieldlValueReplaceVisitor(filedNameToValueMap);
+        FieldlValueReplaceVisitor visitor = new FieldlValueReplaceVisitor(exactReplace, filedNameToValueMap);
         if (Objects.nonNull(where)) {
             where.accept(visitor);
         }
diff --git a/common/src/test/java/com/tencent/supersonic/common/util/jsqlparser/SqlParserUpdateHelperTest.java b/common/src/test/java/com/tencent/supersonic/common/util/jsqlparser/SqlParserUpdateHelperTest.java
index d1f9dcbcd..355d21157 100644
--- a/common/src/test/java/com/tencent/supersonic/common/util/jsqlparser/SqlParserUpdateHelperTest.java
+++ b/common/src/test/java/com/tencent/supersonic/common/util/jsqlparser/SqlParserUpdateHelperTest.java
@@ -18,6 +18,47 @@ import org.junit.jupiter.api.Test;
  */
 class SqlParserUpdateHelperTest {
 
+    @Test
+    void replaceValue() {
+
+        String replaceSql = "select 歌曲名 from 歌曲库 where datediff('day', 发布日期, '2023-08-09') <= 1 "
+                + "and 歌手名 = '杰伦' and 数据日期 = '2023-08-09' and 歌曲发布时 = '2023-08-01'"
+                + " order by 播放量 desc limit 11";
+
+        Map<String, Map<String, String>> filedNameToValueMap = new HashMap<>();
+
+        Map<String, String> valueMap = new HashMap<>();
+        valueMap.put("杰伦", "周杰伦");
+        filedNameToValueMap.put("歌手名", valueMap);
+
+        replaceSql = SqlParserUpdateHelper.replaceValue(replaceSql, filedNameToValueMap);
+
+        Assert.assertEquals(
+                "SELECT 歌曲名 FROM 歌曲库 WHERE datediff('day', 发布日期, '2023-08-09') <= 1 AND "
+                        + "歌手名 = '周杰伦' AND 数据日期 = '2023-08-09' AND 歌曲发布时 = '2023-08-01' "
+                        + "ORDER BY 播放量 DESC LIMIT 11", replaceSql);
+
+        replaceSql = "select 歌曲名 from 歌曲库 where datediff('day', 发布日期, '2023-08-09') <= 1 "
+                + "and 歌手名 = '周杰' and 歌手名 = '林俊' and 歌手名 = '陈' and 数据日期 = '2023-08-09' and 歌曲发布时 = '2023-08-01'"
+                + " order by 播放量 desc limit 11";
+
+        Map<String, Map<String, String>> filedNameToValueMap2 = new HashMap<>();
+
+        Map<String, String> valueMap2 = new HashMap<>();
+        valueMap2.put("周杰伦", "周杰伦");
+        valueMap2.put("林俊杰", "林俊杰");
+        valueMap2.put("陈奕迅", "陈奕迅");
+        filedNameToValueMap2.put("歌手名", valueMap2);
+
+        replaceSql = SqlParserUpdateHelper.replaceValue(replaceSql, filedNameToValueMap2, false);
+
+        Assert.assertEquals(
+                "SELECT 歌曲名 FROM 歌曲库 WHERE datediff('day', 发布日期, '2023-08-09') <= 1 AND 歌手名 = '周杰伦' "
+                        + "AND 歌手名 = '林俊杰' AND 歌手名 = '陈奕迅' AND 数据日期 = '2023-08-09' AND "
+                        + "歌曲发布时 = '2023-08-01' ORDER BY 播放量 DESC LIMIT 11", replaceSql);
+
+    }
+
 
     @Test
     void replaceFieldNameByValue() {